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anne sexton essays 1010 N HANCOCK ST, PHILADELPHIA, PA 19123, USA. Copyright 2017 ghostwritingessays.com. Anne Sexton - Ghost Writing Essays. Anne Sextons use of language in her poem Her Kind illustrates a kindred link to other women. The final line of the stephen shawshank first stanzas illustrates this point, I have been her kind (Sexton line 7). This relates back to the previous lines in Literature Review for Plantar Heel Pain Essay which Sexton is making reference to a witch. In this case perhaps Sexton does not mean a literal witch, but rather another definition of the word which could be stretched to mean an entity of evil. In this, Sexton states, a possessed with/ haunting the black airdreaming evil (Sexton, lines 1-3). It seems also that there is a literal translation in the word choice. The witch trials which plagues 17th century America are a black mark in history, and the target audience in these shows were women. Thus, Sexton is relating herself to the history of king shawshank redemption, her gender, by labeling herself in the first line a witch.

This same stanza however presents the reader with an interesting subtle use of words, A woman like that is not a woman, quite (Sexton line 6). Here, Sexton is suggesting that this fairy tale person manifested in the flesh is not entirely a woman. This brings forth a fantastical air to the poem in revealing to the readers the fact that although the erving goffman institution shape and shawshank, symbol of the witch is a woman, she is not embodying a woman to Benedict the fullest extant. Thus, the stephen figure of the witch is lacking something which has become a staple trait of femininity. Perhaps this is language where Sexton is telling the reader that the traits that are in design attributed to women such as docility, propriety, and passiveness are not found in stephen the personality shift of the witch. Instead a witch is erving total arrogant, forthright, and active, the opposite of what a woman is supposed to be in society. The witch trials singled out king shawshank redemption women in a village or town who were independent, widowed, and self-sufficient, which meant they did not succumb to such standards of womanhood. Sexton in the poem then is preserving the erving total thought that a woman who is not categorized into stephen shawshank redemption, a format of societys wishes is not considered to be feminine and thus the line, not a woman quite (Sexton line 6). In stanza two Sexton reveals to the audience a setting. In this setting natural elements are significant such as the woods, caves, and Literature Heel Pain Essay, there is a juxtaposition between manmade items and items found in nature.

The development of this second stanza is presenting the reader with elements of a fairy tale. This is found in her word usage such as, fixed the suppers for the worms and the elves (Sexton line 4). The further extrapolation of the stephen shawshank idea of an independent woman. The idea of this woman in the second stanza is found in the setting Sexton sets for her reader. The independence and the distance from goffman society which Sexton reveals is found in king redemption the lines, I have found the warm caves in the woods (Sexton line 8). Reform Literature, And Politics 1790s? In this cave, in order to bring humanity to stephen shawshank the woman whom Sexton described as not being a woman, the reader finds skillets, carvings, shelves, closets, silks, innumerable goods (Sexton lines 9-10). Review And Cupping Essay? In revealing these everyday items, these mundane trinkets of the common lives of people, Sexton is leading the reader into the common life of a woman. Although society has labeled her as a witch, because of her independence and break from society she is an extreme introvert and thats dangerous for society since they as a collective dont understand how a person could willingly want to be alone. In the items listed that the woman is holding in her cave it seems that Sexton is not denying the woman her femininity, as she places in the items she is holding in the cave, silks (Sexton line 10). With the idea of silk, something soft and entirely woman-centered is conjured up in the readers mind. Sexton goes on to explain the situation of the stephen redemption woman in Review Heel Essay the woods, how close to stephen shawshank redemption nature she is, how far from the buzz of the erving village and the religious rites and concepts as the woman in the woods is cooking supper for the worms and elves (Sexton line 11).

Sexton goes on stephen to state quite plainly that, A woman like that is misunderstood (Sexton line 13). Stanza three is the quintessential stanza of Sextons poem. Literature Essay? In this stanza Sexton is relating the woman in the cave, the witch to stephen shawshank the mundane activities of the for Plantar and Cupping world. Stephen Shawshank Redemption? In this stanza Sexton is Wordsworth, Reform Essay saying that even with the woman in the woods there are other women around the town, around the state, and the country the world even that have the disposition to king redemption be a witch, to be out of the ordinary in regards to the definitions of Wordsworth, Literature, and Politics of the, society. Sexton reveals the hidden woman in society who has been a constant figure but whose life has been in accordance to stephen king her own ideas, and out of societys shadow, she has lived, as Sexton writes, I have ridden in your cart, driver, waved my nude arms at villages going by, learning the last bright routes, survivor where your flames still bite my thigh (Sexton lines 15-18). Sexton is speaking about he depreciating value of the hamlet the play woman in regards to this time in history, this time of witch trials and backwards thinking in king shawshank redemption which a woman who was considered independent cannot be a normal function of society but instead is the symbol of evil. This reflection of Sextons language and her choice of time period is reflective of The Scarlet Letter in which the main characters daughter Pearl was considered possessed by the devil because of the way she thought and her mother was considered possessed as well because she was a widow, attractive, and independent from society (Hawthorne Scarlet Letter 2004). The time period Sexton choose was one in America in Pain which many woman were wrongfully accused of torturing, and killing off people in a village. They were hung, burned at the stake, drowned, and tortured for these accusations that were proven not by fact but through religion and false testimony. The Salem witch trials proved to be a disparaging moment in history.

However, Sexton gives these women back their identity and stephen shawshank, brave nature by stating, A woman like that is not ashamed to die. (Sexton line 20). Sexton ends the poem with, I have been her kind (Sexton line 21) stating that their memory, their way of living drives forth into new generations of independent women.

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Hindi Essay Rose Essays and Research Papers. Entering the Conversation Mike Roses essay , Entering the Conversation, questions the stephen king prevailing methods of Review for Plantar Essay teaching college level . literacy to under-prepared students. The core courses for stephen king redemption incoming freshmen have traditionally served to exclude working-class people from the classroom. Language? It doesnt, of necessity have to be that way (12). Rose is trying to prove that an shawshank, education in the humanities does not have to Wordsworth, Social Essay, be exclusive or elitist. Just because remedial students lack literacy skills. Abraham Maslow , Education , Maslow's hierarchy of needs 1181 Words | 3 Pages.

writng assignmnt? goin to wbu? i wrote intro du hav tat intro in yur pc? yea send me i maild u chck okk Today u finished english? . nop u? no btw we need 15 pages of d content i strted writing shal v ri8 both d essays ? 15:37 wot if tere is repetation so wt to do? btttr lest srch onceagain n f v get a big one lets write o wen wil we complete?? o ls v shale elongate our handwritting tat v can complete hey i cnt do dat ohooo. Indian actors , Indian film actors , International Friendship Day 465 Words | 4 Pages. How has Jane Yolen made use of the features of a fairytale to stephen king shawshank, explore the themes in Briar Rose ? Jane Yolens novel Briar Rose . (1992) combines enchanting fairy tale elements with realistic historical attributes to create an engaging representation of personal discovery/the horrors that defined the rastafarian language holocaust/OR answer Q. Stephen King Redemption? Yolen unfolds her narrative through multiple narrative layers and literary techniques to language, convey the central ideas of human determination and resilience, and the significance of. Andrew Lang's Fairy Books , Fairy , Fairy tale 928 Words | 3 Pages. Yolen enlightens and stephen king shawshank redemption inspires responders through the use of structure, language and other techniques.

The novel Briar Rose by Literature Review for Plantar Heel Pain and Cupping Jane Yolen is a . heart wrenching story of sleeping beauty intertwined with the horrors of the Jewish Holocaust. The structure of the novel is altered in a way to king shawshank redemption, interweave three stories including Gemma's Briar Rose fairy tale, Becca's quest and Josef's story. The use of language techniques explores the idea of the language characters as it gives an stephen shawshank, understanding of their circumstances. Fairy , Fairy tale , Fiction 1325 Words | 4 Pages. ?Shaminika Paris Ballard English 201.722 Professor Gardner 4/6/12 Essay 2` RELUCTANT TO CHANGE It is common for an individual to find comfort . in institution, familiar surroundings after being faced with a traumatic experience. In William Faulkners A Rose for Emily, the subject of the stephen redemption story is Emily Grierson, whose family in the South was once considered to be the closest thing to true aristocracy. Emilys father had been an affluent man who believed that nobody was good enough to Wordsworth, Social Reform Literature, and Politics Essay, marry his daughter; he warded.

Death , Family , For Emily, Whenever I May Find Her 1056 Words | 5 Pages. Hindi Nationalism This piece on Hindu nationalism, written by Alok Rai, deals with the coming of modern Hindi in the late 90s . and the early 20s. Alok Rai who is also known as a critical thinker, theorist and also the grandson of Premchand makes his readers aware of the process of shawshank redemption modernization in the case of language. In this essay we get to witness a connection between Hindi (old Hindi ) and Hindi (new Hindi ). Making of Hindi as a modern language connects to the programme of the imagining the. Braj Bhasha , Hindi , Hindi languages 1413 Words | 4 Pages. ? THE NOVEL BRIAR ROSE IS SHAPED BY INTENSE FOCUS ON EXTRAORDINARY HUMAN EXPERIENCES. EXPLORE SOME OF THESE EXPERIENCES AND EVALUATE HOW . THEY IMPACT ON THE LIVES OF ATLEAST TWO CHARACTERS Briar Rose is shaped by an intense focus on extraordinary human experiences. Yolen reveals this throughout the novel.

Briar Rose mainly focuses on human experiences. It focuses on Genocide and Wordsworth, Social Reform Literature, and Politics 1790s Essay the Holocaust. It does this through characters. The characters explain and king redemption share what they went through during. Fairy , Fairy tale , Family 2042 Words | 4 Pages. the lead: Deja vu means already seen. It is the phenomenon of having the strong sensation that an event or experience currently being experienced had been . Language? experienced in the past. Stephen Shawshank Redemption? 3. overview of the comparison topic/summary of the stephen king redemption story: Briar Rose is a novel about a women, Becca, whos grandmother dies. when Becca was younger her grandmother, Gemma, would tell Becca and amd and her sisters the story of Sleeping Beauty. when Gemma dies, Becca, goes to Poland to king shawshank, discover her grandmothers past.

Becca. Doctor of Philosophy , Empiricism , Present 252 Words | 3 Pages. Briar rose by Jane Yolen explores three distinct narrative voices to allow the reader to explore the events of the holocaust from three . different perspectives. Hence, The composer of the novel Briar Rose uses distinctive qualities illustrate the message that through telling stories, and listening to stories, the individual come to a better understanding of themselves, of others and the world. Jane Yolen , the hamlet the play composer of the stephen king shawshank novel Briar Rose uses distinctive qualities to explore the concept that. Adolf Eichmann , Extermination camp , Fairy tale 1642 Words | 4 Pages. Camo Rose It was April 2010 at Florida State Universitys Ruby Diamond Concert Hall.

The room was silent except for Literature, and Politics of the 1790s the honorable sound of . the American Anthem announcing it was the beginning of king redemption our graduation ceremony. Closing my eyes, I could feel the proud vibes from every single person in the auditorium. Some were sobbing, and others hummed along to the song. Rastafarian? I took a deep breath and felt I had finally lead my life into the right direction. I was so proud of it, including going into boot. Academic degree , Bleeding , Left-wing politics 2013 Words | 6 Pages. Introduction Faulkner's most famous, most popular, and most anthologized short story, A Rose for Emily evokes the terms Southern gothic and . grotesque, two types of literature in which the general tone is stephen, one of language gloom, terror, and stephen shawshank understated violence. Literature Review For Plantar Heel Pain? The story is Faulkner's best example of these forms because it contains unimaginably dark images: a decaying mansion, a corpse, a murder, a mysterious servant who disappears, and, most horrible of all, necrophilia an erotic or sexual attraction. A Rose for stephen king Emily , African American , Joyce Carol Oates 2502 Words | 6 Pages.

26/6/2013 Essay on Advantage and Reform Disadvantage of stephen king shawshank Telephone in Hindi Essay on Advantage and intel Disadvantage of king redemption . Telephone in Hindi by Nilakshi Read this Essay on Benefit and Loss of Telephone in Hindi language. www.shareyouressays.com/113818/ essay -on-advantage-and-disadvantage-of-telephone-in- hindi 1/6 6/27/13 Essay on Literature for Plantar Heel Pain Advantage and Disadvantage of Telephone in Hindi www.shareyouressays.com/113818/ essay -on-advantage-and-disadvantage-of-telephone-in- hindi 2/6 6/27/13 . 6th Marine Regiment , All rights reserved , Bihar 342 Words | 3 Pages. The Name of the Rose; Movie vs Essay. Amanda Trombley English 102 Professor Coletta The Name of the Rose Essay May 13, 2010 The Name of the Rose : . Stephen King Redemption? Novel vs. Wordsworth, Social And Politics? Movie Often times when a novel becomes a movie, critics judge the movie on a more difficult scale than they would if the movie did not have a book to be compared too. When a situation like this occurs, the audience tends to lean one way or the other, towards the novel or towards the stephen shawshank redemption movie. From my experiences, I have liked the books either more or just equally as much as. Jean-Jacques Annaud , Jorge Luis Borges , Semiotics 2021 Words | 5 Pages.

The Story of an Hour and a Rose for Emily Essay. Compare Contrast The Story of an Wordsworth, Reform Literature, of the, Hour and A Rose for Emily Kate Chopin's The Story of an king shawshank redemption, Hour and rastafarian language William Faulkner's A Rosefor Emily both . characterize the stephen shawshank redemption nature of marriage and womanhood bydelving into the psyches of hamlet the play their female protagonists. Also, althoughChopin makes no clear reference to geographic locale in king shawshank redemption, The Story of anHour, both authors usually set their stories in intel comparison, the American South, whichimpacts these characterizations. These two tales share many other points ofreference in common. Black-and-white films , Female , Fiction 2219 Words | 6 Pages.

A Rose for shawshank redemption Emily A Rose for Emily A Rose for Emily is Wordsworth, Social Literature, 1790s, one of the most authentic short stories by . Faulkner. His use of characterization, narration, foreshadowing, and symbolism are four key factors to why Faulkner's work is idealistic to all readers. Introduction I Characterization A. King Shawshank? Emily as the protagonist B. Emily's state of mind II Narration A. Narrator as a story teller and observer B. Narrator looks into past III Foreshadowing A. Theme B. Mood C. Rastafarian Language? Past and stephen king redemption Present IV Symbolism A. Character , Fiction , Joyce Carol Oates 2302 Words | 6 Pages. In the Wordsworth, Social Reform Literature, and Politics 1790s Essay story A Rose for Emily by king William Faulkner, the voices of the townspeople and narrator paint a character portrait of Miss Emily as a . reclusive woman who doesnt have the strongest grasp on reality.

Despite her odd behavior and refusal to accept the evolving world around her, the town collectively feels a respectful affection (391) for her, though it eventually gives way to hamlet the play, morbid curiosity and stephen redemption finally fear. Hamlet The Play? Though it is found out she may have done bad things, she is not a bad person and. Accept , For Emily, Whenever I May Find Her 1003 Words | 3 Pages. that many people undergo in their lives. There are two kinds of king shawshank redemption abuse, physical and emotional, and goffman total institution both types of abuses can cause people to lose hope and . self-confidence in themselves, which can change their lives forever. King? In the novel The Lottery Rose , by Irene Hunt, is about a boy that suffers from the two types of abuse in many ways. A boy named Georgie, who is seven and a half years old, loses hope in himself when his alcoholic mother and hamlet the play her abusive boyfriend abuse Georgie both physically and.

Abuse , Causality , Child abuse 1131 Words | 3 Pages. A Rose for Emily analitical essay. ?A Rose for Emily When Miss Emily Grierson died, our whole town went to stephen, her funeral. Miss Emily was both a tradition and Review Heel and Cupping Essay an obligation of the king shawshank redemption . town. When her father was alive, he sheltered her from relationships and hardship. Literature Review Pain Essay? After his death however, Emily was left with hardly any money, save for a crumbling manor and no relationships in sight she was thirty at the time.

Later, a Yankee named Homer Baron came to town for a job. Stephen King Redemption? They (Emily and Homer) started seeing each other every Sunday. However. Death , English-language films , For Emily, Whenever I May Find Her 960 Words | 3 Pages. Name of the Candidate Name Surname Name of the Parent / Guardian Date of Birth (dd-mm-yyyy) Socio-Economic Details : Gender Nationality Marital Status Social . Status Male Indian Married SC TELUGU Telugu (For office use only) ID No.

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The way, in which Lowry has written. Cognition , Decision making , Fiction 840 Words | 3 Pages. Netaji Subhashchandra Bhose Hindi Essay. Certificate Course in Audio-Radio Servicing, from Institute of Audio Video Technology, Nagpur. Yr 1995. 5) Basic Computer course Personal Details: . Date of Birth : 28th March 1977. Father name : Mr.Sudhakar K. Chaware Languages Known : Hindi , Marathi amp; English. Stephen Redemption? Marital Status : Married Hobbies : Music, Badminton, Horse Riding amp; Art. Hamlet The Play? Extra Curricular Activities : 1. Completed Disaster Relief Instructor Course, from National Civil Defence College, Nagpur (Central Government).

2008 , Bharti Airtel , Bharti Enterprises 691 Words | 4 Pages. The constitution of India (Article 343) recognises Hindi as the official language of redemption India. Hindi is also the rastafarian language main language in . many states of India such as Haryana, Rajasthan, Uttar Pradesh, Uttaranchal/ Uttarakhand, Bihar, Madhya Pradesh, Chhatisgarh and Himachal Pradesh. It is spoken by more than 437 million people in the world. The other dialects of king shawshank redemption Hindi are Brajbhasha, Bundeli, Awadhi, Marwari, Maithili, Bhojpuri, to Heel Essay, name only stephen, a few.

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analitic essay Although this essay ends up agreeing with the authors, one could have a well-argued paper that disagrees with them. In that case, one might want to stephen king shawshank redemption spend more time developing the objection, so as to ensure that one is still being charitable. DO NOT: Do not treat this as a cookie-cutter. That is, do not try to copy the exact form of this sample, paragraph-for-paragraph. The number of paragraphs that are necessary for summarizing the intel comparison, argument, or providing a criticism, or responding to that criticism (if appropriate) will vary from case to case. DO: Instead, you can use this as a sample of the style of paper you are being asked to write. For example, once you have figured out what the key premises of the authors argument are, you can communicate them discursively as I have done in this sample essay. Note the use of topic sentences in the paragraphs. This helps to focus the principle point of the paragraph. Shawshank? Note that the conclusion is Literature, essentially a re-statement of the thesis, which is acceptable for a philosophy paper.

Having trouble cutting your paper to within 750 words (give or take)? Click to see the original version of this paper which was about 150 words over limit. It shows where I cut, so you can have an stephen king shawshank idea of how to cut down your paper. Student Name (Student Number) Tutorial: D1.XX (Day, Time) Tutorial Leader: TAs name. Word Count: 754 (comes out to just under 3 pages, double-spaced) In developing their case for the need to reform interrogation tactics, Kassin and Gudjonsson survey a number of hamlet the play studies regarding the role of redemption confessions in criminal investigations. Intel Comparison? For example, they are at stephen shawshank pains to provide evidence that interrogations are often influenced by a bias on the part of the Literature, of the Essay, interrogator. Further concern is found in the fact that Miranda rights, as found in the American legal system, are insufficient safeguards, given that suspects, especially innocent ones, often waive those rights. Finally, Kassin and Gudjonsson note that aggressive interrogation tactics can often produce false confessions. What makes these findings most troubling, according to stephen king Kassin and Gudjonsson, is the strong correlation between false confession and Literature and Cupping Essay wrongful conviction. Trial jurors, we are told, are inclined to give disproportionate weight to a confessions, even taking it to outweigh so-called hard evidence. As a characteristic example, Kassin and Gudjonsson cite the case of Bruce Godschalk.

Even when DNA evidence proved Godschalk could not have been the rapist, the District Attorney of the case refused to release him from prison, stating that I trust my detective and king shawshank his tape-recorded evidence (Kassin and Gudjonsson, 2005, p. 28). Because of this tendency on the part of jurors and prosecutors, together with the facts listed above regarding the Wordsworth, Literature,, potential for unrestricted interrogations to elicit false confessions, Kassin and stephen Gudjonsson argue for the need to reform police interrogation tactics. Underlying their argument is the implicit moral principle that social justice requires that we do everything we can to minimize the potential to erving goffman institution wrongly convict innocent persons. This may seem obvious, but one could reasonably question whether it puts too much emphasis on protecting potentially innocent suspects and not enough on convicting potentially guilty criminals. In a perfectly just system, criminals would always be brought to justice and treated appropriately, and redemption innocent suspects would always be exonerate. However, any system devised and implemented by hamlet the play, humans must deal with the stephen redemption, reality of imperfection.

The difficult moral question we need to hamlet the play ask is how we are to stephen king redemption balance the needs of language society to protect itself from criminals while at redemption the same time protecting the rights of innocent persons. We need to ask at what cost we are willing to limit the ability of police and Crown prosecutors to hamlet the play prosecute criminal suspects. Imagine, for example, the following two systems: (1) Almost no innocent persons are ever convicted, but a very high percentage of recidivist offenders are able to escape conviction, (2) A very high percentage of offenders are caught and brought to justice; however, a small but non-negligible percentage (say 3%) of innocent persons are unjustly caught in the system and shawshank thus wrongly punished for crimes they never committed. Intel? Neither of these is very palatable, but if forced to choose, my intuitions favor result (2). Of course, there are many variables at stephen king shawshank redemption work here, and I do not have the space to delve into a detailed discussion of all the relevant trade-offs. My basic point is that social justice requires not only that we protect innocent individuals from prosecution, but that we hold guilty persons accountable for their actions. While I think that this is a reasonable worry to comparison raise given the stephen king redemption, tenor of Kassin and Gudjonssons article, I do not think it ultimately undermines their argument. That is, I think one might reasonably object that they are overly focused on the possibility of false confessions without saying much about the utility of true confessions.

However, their specific proposal that interrogations be video-taped does not seem to diminish the ability of erving police to effectively interrogate suspects and, when possible, to elicit a confession. Indeed, they conclude their essay by citing a study showing that police largely found the stephen shawshank redemption, practice of video-taping to be quite useful and not to inhibit criminal investigations. So, even if one thinks that Kassin and Gudjonsson are a bit one-side in focusing on Literature for Plantar and Cupping Essay false confessions, ultimately I think these authors provide a compelling argument for the need for such reforms as mandatory video-taping of police interrogations.

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Free Information Technology essays. Many techniques in data mining and stephen king shawshank, machine learning follow a gradient-descent paradigm in the iterative process of rastafarian language discovering a target functions or decision model. For instance, neural networks generally perform a series of iterations to stephen king converge the weight coefficients of edges in the network; thus, settling into erving institution a decision model. King Shawshank! Many learning problems now have distributed input data, due to the development of distributed computing environment. In such distributed scenarios, privacy concerns often become a big concern.

For example, if medical researchers want to apply machine learning to study health care problems, they need to amd and intel collect the raw data from hospitals and shawshank redemption, the follow-up information from patients. Ruth Essay! Then, the privacy of the patients must be protected, according to the privacy rules in Health Insurance Portability and Accountability Act (HIPAA) [1], which establishes the regulations for the use and disclosure of Protected Health Information. Stephen King Redemption! Why the researchers would want to build a learning model (e.g., neural networks) without first collecting all the amd and intel training data on one computer is a natural question. If there is a learner trusted by stephen, all the data holders, then the trusted learner can accumulate data first and rastafarian, build a learning model. However, in many real-world cases, it is rather difficult to find such a trusted learner, since some data holders will always have concerns like What will you do to my data? and Will you discover private information beyond the stephen king redemption scope of research? On the other hand, given the distributed and networked computing environments at present, alliances will greatly benefit the hamlet the play scientific advances [2]. The researchers have the king shawshank redemption interest to obtain the result of cooperative learning even before they see the data from other parties. As a concrete example, the progress in neuroscience could be boosted by making links between data from labs around the hamlet the play world, but some researchers are reluctant to release their data to king redemption be exploited by others because of hamlet the play privacy and security concerns. 1.2 REPORT ORGANIZATION.

This thesis describes the design and development of the Privacy Preserving Gradient Descent Method Applied for Neural Network with Distributed Datasets, as well as the procedures used to test their effectiveness. King Shawshank! The report is organized as follows: Chapter 2: Literature survey. This chapter focuses on review of different related work as well as emphasizing on privacy preserving distributed datasets for solving classification problems. Chapter 3: Problem definition.

This chapter describes the problem definition and goals of proposed system. Chapter 4: System Design and Implementation. This chapter focuses on design of system, architecture of the Ruth Fulton Benedict Essay system and privacy preserving gradient descent method used for implementation of the system. Also, it focuses on redemption, metrics used for evaluation of the system. Chapter 5: Experimental results and Analysis.

This chapter describes the language experimental results obtained from the system. Also, it focuses on stephen redemption, the analysis of results as well as comparison of performance with other system. Chapter 6: Conclusion. This chapter summarizes the method used for Essay, privacy preserving for owners of distributed dataset applied for shawshank redemption, neural network. Also summarizes experimental results obtained by comparing different methods. This chapter focuses on review of different related work and emphasizing on different techniques for preserving privacy of distributed datasets. 2.1 Present Theory and amd and comparison, Practices. D. Agrawal and R. Srikant have proposed the problem of performing data analysis on distributed data sources with privacy constraints [4]. They used some cryptography tools to efficiently and securely build a decision tree classifier. A good number of data mining tasks have been studied with the consideration of privacy protection, for example, classification [5], and stephen king shawshank redemption, clustering [6].

In particular, privacy-preserving solutions have been proposed for the following classification algorithms (to name a few): decision trees, naive Bayes classifier [8], and support vector machine (SVM) [9] Generally speaking, the existing works have taken either randomization-based approaches or cryptography- based approaches[7] Randomization-based approaches, by perturbing data, only guarantee a limited degree of privacy. A.C.Yao has proposed general-purpose technique called secure multiparty computation [10]. The works of secure multiparty computation originate from the solution to the millionaire problem proposed by Yao, in Literature Review Heel and Cupping Essay which two millionaires can find out who is richer without revealing the amount of their wealth. Stephen! In this work a protocol is of the 1790s presented which can privately compute any probabilistic polynomial function. Although secure multiparty computation can theoretically solve all problems of privacy-preserving computation, it is too expensive to be applied to practical problems. Cryptography-based approaches provide better guarantee on privacy than randomized-based approaches, but most of the stephen king shawshank cryptography-based approaches are difficult to be applied with very large databases, because they are resource demanding.

For example, although Laur et al. proposed an elegant solution for privacy-preserving SVM in [9], their protocols are based on circuit evaluation, which is Wordsworth, Reform Literature, and Politics of the considered very costly in stephen practice. L.Wan, W. K. Ng, S. Han, and V. C. Erving Total! S. Stephen King Shawshank Redemption! Lee have proposed a preliminary formulation of gradient descent with data privacy preservation [13]. Language! They present two approachesstochastic approach and least square approachunder different assumptions. Four protocols are proposed for the two approaches incorporating various secure building blocks for both horizontally and vertically partitioned data. 2.2 The Limitations of Present Practices. In the Literature Survey, work is carried on privacy preserving Data Mining for performing data analysis on distributed datasets. Shawshank! Further the language solution proposed in the Privacy Preserving Gradient Descent Methods gives general formulation for king redemption, preserving privacy of distributed datasets to solve optimization problems. There is no any work done related to gradient descent method applied for back propagation neural network with distributed datasets i.e. Erving Total Institution! horizontal fragmentation and vertical fragmentation datasets.

It is therefore required that this solution for the privacy preserving gradient descent method needs to be applied to the Neural Network for solving classification problem. 3.1 PROBLEM DEFINITION. The researchers have the interest to stephen obtain the institution result of cooperative learning of multiple parties data for solving classification problems, but some researchers are reluctant to release their data to be exploited by others because of stephen king redemption privacy and security concerns. Therefore, there is a strong motivation for learners to develop cooperative learning procedure with privacy preservation. Hence the rastafarian language goal is to king shawshank redemption design and Review for Plantar Heel Pain, implement a privacy preserving gradient descent method applied for shawshank redemption, back propagation neural network with distributed datasets i.e. horizontal fragmentation and vertical fragmentation datasets for rastafarian, solving classification problems. We can train the neural network by using distributed datasets for solving classification problems. Stephen Shawshank! If unknown samples come for testing then we can easily classify it to rastafarian language desired output. Goals of dissertation are: Apply a standard non privacy preserving algorithm on Back Propagation Neural Network with different datasets. Implementing cryptography technique for preserving privacy of stephen king owners dataset.

Implementing of Privacy preserving Least Square Approach Algorithm on horizontal partitioned dataset for Back propagation Neural Network Training. Implementation of Privacy preserving Least Square Approach Algorithm on Vertical partitioned dataset for Back propagation Neural Network Training. Analyze the results. SYSTEM DESIGN AND IMPLEMENTATION. In this dissertation work, focus is to implement the privacy-preserving distributed algorithm to securely compute the piecewise linear function for the neural network training process to goffman obtain the desired output. We can train the neural network by using distributed datasets for solving classification problems.

If unknown samples come for testing then we can easily classify it to desired output. The Gradient Descent Method is used for updating weight coefficients of edges in the neural network. This method has two approaches-Stochastic approach and Least Square approach. In this project we use Least Square approach of Gradient Descent Method. This chapter highlights on the architecture and implementation details of stephen king shawshank redemption dissertation work. 4.1 ARCHITECTURE OF SYSTEM. Figure 4.1 shows System Architecture, different components and goffman institution, structure of proposed system. To train the system Standard Dataset from UCI Machine Learning Repository is used.

There are 3 Datasets are used for the implementation of Least Square Approach i.e. Iris Flower Dataset, Tennis Dataset and Wine Dataset. Modules in stephen shawshank the proposed system are as follows. 1. Implementing a standard non privacy preserving algorithm on Ruth Fulton Benedict Essay, Neural Network. 2. Implementing cryptography technique for preserving privacy of owners dataset. 3. Implementation of stephen redemption Privacy preserving Least Square Approach Algorithm on horizontal partitioned dataset for Back propagation Neural Network Training. 4. Implementation of Securely Computing the Piecewise Linear Sigmoid Function for Vertically partitioned dataset and Implementation of Privacy preserving Least Square Approach Algorithm on Vertically Partitioned dataset for Back propagation Neural Network Training. 5. Analysis of results. Figure 4.1 Architecture of System. 4.1.1 A standard non privacy preserving algorithm on Neural Network. Non privacy preserving algorithm for training dataset on back propagation neural network is implemented for analysis purpose.

4.1.2 A cryptography technique for preserving privacy of Social Literature, of the 1790s Essay owners dataset. The main idea of the algorithm is to secure each step in the non-privacy-preserving gradient descent algorithm, with two stages i.e feed forward and back propagation. Stephen King Shawshank Redemption! In each step, neither the input data from the other party nor the intermediate results can be revealed. Possible encryption mechanism is Elgamal Encryption Scheme, Deffie Hellman Scheme and Palliers Cryptosystem, etc. The work will make use of Elgamal encryption scheme. 4.1.3 Privacy preserving Least Square Approach Algorithm on horizontal partitioned dataset for Back propagation Neural Network Training. In this module we implement Least Square approach algorithm for erving goffman institution, horizontal partioned dataset for effectively obtaining exact output for king, classification of data between two parties. 4.1.4 Securely Computing the Piecewise Linear Sigmoid Function for rastafarian, Vertically partitioned dataset.

In this module we implement sigmoid function to obtain exact output of dataset and to guarantee privacy-preserving product computation using cryptograpy techniques for two parties. To hide the intermediate results such as the values of hidden-layer nodes, the two parties randomly share each result so that neither of the two parties can imply the original data information from the stephen king shawshank redemption intermediate results. 4.1.5 Privacy preserving Least Square Approach Algorithm on Vertically Partitioned dataset for Back propagation Neural Network Training. The Gradient descent method uses Least Square Approach to determine Weight (w) to Ruth Benedict best fit training data in the Back propagation Neural Network to obtain exact output by minimizing the error rates. After the entire process of private training, without revealing any raw data to each other, the two parties jointly establish a neural network representing the properties of the union dataset used for solving classification problems.

4.1.6 Comparison study and analysis of results. Comparison of non privacy preserving algorithms with privacy preserving algorithms in terms of error rates required for stephen shawshank redemption, obtaining desired output. Comparison study between horizontally partitioned cases and vertically partitioned cases in terms of Literature, and Politics 1790s error rates required for obtaining desired output. To test the accuracy of testing datasets for horizontal partitioned datasets and vertical partitioned datasets. 4.2 IMPLEMENTATION DETAILS. System consists of five modules as shown in Figure 4.2. System is initiated from three training datasets such as Iris Flower Dataset, Wine Dataset and Tennis Dataset which are standard datasets taken from UCI Machine Learning Repository. Here for solving Classification problem we use Back propagation neural network model.

In first module we train the neural network by using non privacy preserving gradient descent method using least square approach for analysis purpose. King Redemption! In second module we implement Elgamal Cryptograpy technique which is used for privacy preserving gradient descent method using least square approach for neural network on vertical partitioned datasets. In next module we implement privacy preserving gradient descent method applied for neural network with horizontal partitioned datasets. Finally we implement privacy preserving gradient descent method applied for neural network with vertical partitioned datasets. In analysis phase we analyze the accuracy of each technique by testing sample data values. Figure 4.2: DFD for proposed system. 4.2.1 A standard non privacy preserving Gradient Descent algorithm with Least Square Approach on Ruth Benedict Essay, Back propagation Neural Network. Work is king carried out on first module implementation of Gradient Descent Algorithm with Least Square Approach. The back propagation is goffman applied for Least Square Approach where the iteration is decided based on the tolerable error allowed to stephen stop the training process.

The literature behind the comparison same and sample hand simulation is shawshank shown in hamlet the play the below mentioned figure 4.3. Figure 4.3: Sample hand simulation of Neural Network. The connection were interested in redemption is between neuron A (a hidden layer neuron) and neuron B (an output neuron)and has the weight WAB. The figure 4.3 also shows another connection, between neuron A and C, but well return to that later. The algorithm works like this: 1. First apply the inputs to the network and work out the output remember this initial output could be anything, as the initial weights were random numbers. 2. Next work out the error for neuron B. The error is goffman institution what you want What you actually get, in other words: ErrorB= OutputB(1-OutputB)(TargetB OutputB).

3. The Output(1-Output) term is necessary in the equation because of the Sigmoid Function if we were only using a threshold neuron it would just be (Target Output). 4. Change the weight. Let W+AB be the new (trained) weight and WAB be the initial weight. W+AB= WAB + (ErrorB x OutputA) Notice that it is the output of the connecting neuron (neuron A) we use (not B). Stephen Shawshank Redemption! We update all the weights in the output layer in this way. 5. Calculate the language Errors for the hidden layer neurons.

Unlike the output layer we cant calculate these directly (because we dont have a Target), so we Back Propagate them from the output layer (hence the name of the stephen king shawshank algorithm). This is Reform Literature, 1790s Essay done by taking the stephen king redemption Errors from the output neurons and running them back through the weights to get the amd and hidden layer errors. For example if neuron A is stephen shawshank connected as shown to hamlet the play B and C then we take the errors from stephen shawshank B and C to generate an error for A. ErrorA= OutputA(1 OutputA)(ErrorBWAB + ErrorCWAC) Again, the factor Output (1 Output ) is present because of the sigmoid squashing function.

6. Having obtained the Error for the hidden layer neurons now proceed as in stage 3 to change the hidden layer weights. By repeating this method we can train a network of any number of layers. Figure 4.4 shows detailed Flowchart of Gradient Descent Algorithm with Least Square Approach on Back Propagation Neural network. Figure 4.4 Flowcharts for Least Square Approach on Wordsworth, of the, Neural Network Training. 4.2.2 ElGaml cryptography technique for preserving privacy of owners dataset. Work is carried out on second module Implementation of ElGamal Encryption cryptography technique for preserving privacy of stephen owners dataset. The main idea of the hamlet the play algorithm will be secure each step in the non-privacy-preserving gradient descent algorithm, with two stages i.e feed forward and back propagation. In each step, neither the input data from the other party nor the intermediate results can be revealed. Possible encryption mechanism is Elgamal Encryption Scheme, Deffie Hellman Scheme and Palliers Cryptosystem, etc. The work will make use of Elgamal encryption scheme. In this module, we are concentrated towards implementation of ElGamal Encryption Mechanism and study its properties.

In cryptography, the stephen king redemption ElGamal encryption system is an asymmetric key encryption algorithm for public-key cryptography which is based on the DiffieHellman key exchange. It was described by Taher Elgamal in 1985. The ElGamal cryptosystem is usually used in a hybrid cryptosystem. i.e., the Wordsworth, Reform Literature, 1790s Essay message itself is encrypted using a symmetric cryptosystem and stephen king shawshank, ElGamal is then used to encrypt the key used for the symmetric cryptosystem. This is because asymmetric cryptosystems like Elgamal are usually slower than symmetric ones for the same level of security, so it is faster to encrypt the symmetric key (which most of the time is quite small if compared to the size of the message) with Elgamal and the message (which can be arbitrarily large) with a symmetric cypher. 4.2.2.1 ElGamal encryption Algorithm:

The ElGamal encryption system is an asymmetric key encryption algorithm for public-key cryptography which uses secrete key to compute private key of decryption algorithm. ElGamal encryption consists of three components: the key generator, the encryption algorithm, and the decryption algorithm. 1. Key generator. i. Generate large prime p and generator g of the multiplicative Group of the integers. ii.

Select a random integer a, 1 = a= p- 2, and compute ga mod p. iii. Public key is (p; g; ga); secrete key is a. i. Obtain public key (p, g, ga). ii. Represent the message as integers m in the range . iii. Select a random integer k, 1=k=p-2. iv. Compute ??=gk mod p and ?? = m*(ga )k. v. Send ciphertext c=(. ??). i. Erving Goffman Total! Use secret key a to stephen king compute (??p-1-a) mod p. ii.

Recover m by computing (??a) * ?? mod p. 1. Key generation. e.g. Public key (17, 6,7): Public key ga mod p = 65 mod 17 = 7. Message for encryption is m=13. Chosen random k=10. Computed ??= gk mod p= 610 mod 17 = 15. Encrypted message ??= m*gk mod p = (13 * 710) mod 17 =9.

Sends ??=15 and ??=9 for decryption. It receives ??=15 and ??=9. Public key is (p, g, ga)= (17, 6, 7) Secret key is a=5. (??-a)*?? mod p= 15-5 mod 17= 1511 mod 17 = 9. (?? *9) mod p = (9*9) mod 17 =13. Decrypted message is: 13. 4.2.2.2 Properties of ElGamal Encryption Scheme: Homomorphic Property: For two messages m1 and hamlet the play, m2, an encryption of can be obtained by king shawshank, an operation on E(m1,r) and Review Heel Pain and Cupping, E(m2,r) without decrypting any of the two encrypted messages. Probabilistic Property: Besides clear texts, the encryption operation also needs a random number as input. One encrypted message as input and outputs another encrypted message of the same clear message.

This is called re-randomization operation. 4.2.3 Privacy preserving Least Square Approach Algorithm on stephen king, horizontal partitioned dataset for Literature Review for Plantar Pain and Cupping, Back propagation Neural Network Training. In this module, we are concentrating towards implementation of Horizontal Partition Case for Least Square Approach. This Horizontal Partition Case is experimented for two parties. Redemption! Party One will contain some records of the horizontally partitioned dataset, whereas Party Two will contain remaining records of the partitioned dataset.

1. Applying least square approach for back propagation neural network at Literature for Plantar Heel and Cupping party one. It will generate the output weight vectors. These weight vectors are stored in .csv file format. 2. Stephen King Redemption! These files contain the weight vector values which can be transferred by Reform and Politics of the 1790s Essay, Party 1 to Party two. These weight vector values will not disclose any sort of stephen king shawshank input to the other party and intel comparison, hence preserves the privacy of the stephen shawshank redemption data elements. 3. Party two further performs his training by Ruth Essay, reading this partial trained weight vector values using least square approach for back propagation neural network and stephen king, the final generated weight vector values can be used by both parties for performing testing. 4.2.4 Privacy preserving Least Square Approach Algorithm on Vertically Partitioned dataset for erving total institution, Back propagation Neural Network Training. 1. Shawshank Redemption! Every individual Party will perform ElGamal Encryption Mechanism to convert their set of Literature Heel Pain data into encrypted form as explained in module 2.

2. All encrypted data is collected at a single repository. 3. Normalization of the record is made in the range of -1 to 1. For this we use following equation. In = (I-min) ((newMax-newMin)/(Max-Min)) +newMin. In our case newMin is -1 and newMax = +1. 4. Least Square Approach Training for Back propagation neural network is performed. For better understanding, the back propagation learning algorithm can be divided into two phases: propagation and weight update. Phase 1: Propagation. Each propagation involves the following steps: Forward propagation of a training patterns input through the neural network in order to generate the propagations output activations.

Backward propagation of the propagations output activations through the neural network using the training patterns target in order to generate the king shawshank redemption deltas of all output and Literature and Cupping, hidden neurons. Phase 2: Weight update. For each weight-synapse follow the following steps: Multiply its output delta and input activation to get the gradient of the weight. Bring the weight in stephen king the opposite direction of the gradient by subtracting a ratio of Literature Review for Plantar Heel it from the weight. This ratio influences the redemption speed and quality of Literature Review Heel Pain learning; it is called the learning rate. The sign of the redemption gradient of a weight indicates where the error is increasing; this is why the weight must be updated in the opposite direction.

Repeat phase 1 and 2 until the performance of the Wordsworth, Reform Literature, and Politics Essay network is stephen king shawshank redemption satisfactory. 4.2.5 Comparison Study and Ruth Fulton Benedict Essay, Analysis. In this module, we analyses the king shawshank redemption accuracy factor between Non Privacy Preserving Least Square Approach, Privacy Preserving Least Square Approach on hamlet the play, Horizontal Dataset and Privacy Preserving Least Square Approach on Vertical Dataset. Also we analyses execution time of stephen redemption algorithms, Number of iterations and Learning rates. 4.2.6 CLASS DIAGRAM. Figure 4.5 shows the class diagram of the amd and system. System contains UtilClass class which contains main method. Redemption! ANNLearner class which implements actual least square approach of gradient descent method. Dataset class print input and output of dataset values.

Form class shows the graphical presentation of system. Social Reform Literature, Essay! AttributeSet class print the attributes of datasets. Figure 4.5: Class Diagram of system. 4.2.7 SEQUENCE DIAGRAM. Figure 4.6 shows sequence diagram of the system.

The purpose of sequence diagram is to visualize the interaction behavior of the system. The sequence diagram shows the actual working of Least Square Approach of Gradient Descent Method on Back Propagation Neural Network. Figure 4.8: Sequence diagram of system. This chapter elaborates the experimental dataset, results of the system and evaluation on these results. 5.1 Experimental Data. Several standard datasets are available for experimental purpose which are taken from UCI Machine Learning Repository. 3 Datasets are used for the implementation of Least Square Approach of Gradient Descent Method on Back Propagation Neural Network. 1. Stephen King Shawshank Redemption! Iris Flower Dataset- Numerical, Continuous and Multivariate.

Iris Iris-setosa Iris-versicolor Iris-virginica. 2. Tennis Dataset- Character, Weather Character Strings and Multivariate. Outlook Sunny Overcast Rain. Temperature Hot Mild Cool. Humidity High Normal. Wind Weak Strong. PlayTennis Yes No. 3. Wine Dataset Numerical, Continuous and Multivariate. Wine-class 1 2 3. 5.2 Experimental Results and Analysis:

The figure 5.1 shows GUI Interface for the implementation. Figure 5.1: GUI Interface. 5.2.1 A standard non privacy preserving Gradient Descent algorithm with Least Square Approach on Back propagation Neural Network. In this module we set Execution Parameters for the datasets as shown in Table 5.1. Sr.No Name of Dataset Number of Hidden Units Layer Structure Learning Rate Momentum Number of intel Iterations. 1 Iris 2 4-2-3 0.25 0.1 450. 2 Tennis 2 4-2-1 0.25 0.1 450. 3 Wine 10 13-10-3 0.25 0.1 5000. Table 5.1 Execution Parameters for the datasets. The Results of the shawshank Testing Accuracy for hamlet the play, the above mentioned parameters is as shown in Table 5.2.

Sr.No Name of Dataset Number of Test Samples Correct Predictions Incorrect Prediction Percentage Accuracy. 1 Iris 50 49 1 98% 2 Tennis 4 2 2 50% 3 Wine 13 9 4 69.23% Table 5.2 Testing Accuracy for the datasets. Figure 5.2 shows the graph of testing accuracy of non privacy preserving gradient descent method applied on different datasets. Figure 5.2: Percentage Accuracy on Datasets. The Percentage accuracy can be improved of any dataset by training the network for longer duration with less of learning rate.

This behavior can be analyzed using the statistics as shown in Table 5.3. Name of Dataset: Tennis. Learning Rate Number of stephen Iterations Percentage Accuracy Remarks. 0.25 450 50 Sample 1. 0.1 450 75 Improvement in Literature Review for Plantar Pain Essay test results due to shawshank redemption reduction of learning rate against Sample 1. 0.25 1000 75 Improvement in test results due to increase in number of iteration against Sample 1. Table 5.3 Improvement of percentage accuracy of Tennis dataset.

The Execution Time of the Literature Review Pain Essay algorithms is also recorded. We can easily see that the execution time increases with the increase in the number of iterations as shown in Table 5.4. Name of Dataset: Wine. Number of Iterations Learning Rate Execution Time (Nanoseconds) Remarks. 250 0.25 153.34 Sample 1.

250 0.01 158.22 Result1: The Time Increases with decrease in Learning Rate, slow learning requires additional time based on Sample 1. 250 0.001 164.21 Further reduction in Learning Rate increases the execution time based on above Result 1. 1000 0.25 544.69 Result 2: The Time increases with increase in stephen king shawshank redemption number of iteration of the algorithm based on sample 1. 2000 0.25 1035.18 Further increase of number of iteration also increases the execution time based on Result 2. Table 5.3 Execution time of algorithm for Tennis dataset. 5.2.2 ElGaml cryptography technique for preserving privacy of owners dataset.

We apply ElGamal Encryption Scheme on Iris Dataset. The results of and Cupping ElGamal Encryption Scheme on Iris Dataset can be seen as shown in Figure 5.3. Figure 5.3: ElGamal Encryption Scheme on Iris Dataset. In this module we concentrate on generating the truncated values dataset which is a basic requirement for ElGamal Encryption Scheme. Following Figure 5.4 shows the execution of the program implemented for converting the Dataset values to whole numbers and writing them into another file as a new dataset. Figure 5.4: Conversion of dataset values to whole numbers. On this updated dataset if Neural Network Training is performed certain accuracy loss is observed. Let us compare this accuracy loss due to king redemption truncation of the dataset.

Table 5.4 indicates the Parameters used for normal and updated dataset for intel, the sake of training. Name of Dataset Iris. Total Number of stephen shawshank Train Samples 100. Total Number of Test Samples 50. Number of Hidden Units 2. Learning Rate 0.25.

Number of rastafarian iterations 450. Table 5.4 Execution Parameters used for stephen king, normal and hamlet the play, updated dataset. Table 5.5 indicates the Accuracy Factor involved in king shawshank the training of iris and iris new dataset (as needed for ElGamal Scheme). Name of dataset Iris IrisNew(Encrypted) Number of Test Samples 50 50.

Number of Test Sample Correctly Calculated 49 48. Percentage Accuracy 98% 96% Table 5.4 Percentage Accuracy of datasets. From Table 5.4 we observed that small accuracy has to comprised to Ruth Benedict Essay with ElGamal Encryption Scheme, which is acceptable figure. 5.2.3 Privacy preserving Least Square Approach Algorithm on horizontal partitioned dataset for stephen king, Back propagation Neural Network Training. In this module we implement Horizontal Partition Case for Least Square Approach. This Horizontal Partition Case is experimented for two parties. Review Heel Essay! Party One will contain some records of the horizontally partitioned dataset, whereas Party Two will contain remaining records of the partitioned dataset. Figure 5.5 shows the screenshot of stephen king shawshank number of records read by Party one. Figure 5.5: screenshot of number of hamlet the play records read by Party one.

Further the training is carried out king with the parameters as shown in above figure 5.5. The weight vector values are generated accordingly on the 54 records of this iris dataset as shown in Figure 5.6. Figure 5.6: weight vector values generated for iris dataset. After the learning process at Party one is completed, two files are exported. These exported files contain the weight vector values which can be transferred by Party one to Party two. These weight vector values will not disclose any sort of input to the other party and hence preserves the privacy of the data elements as shown in Figure 5.7. Figure 5.7: Screenshots of exported files containing weight vector values. The exported files are further given to Party two for performing his set of training. Hence we transfer the file from Ruth Fulton Benedict Party one to Party two as shown in king shawshank Figure 5.8. Figure 5.8: Screenshots of exported files containing weight vector values at Party two. Party two further performs his training by reading this partial trained weight vector values and the final generated weight vector values can be used by both parties for performing testing as shown in Figure 5.9.

Figure 5.9: Screenshots of training performed at Party two. Testing Results either at Party one or Party two are shown in Heel and Cupping Figure 5.10. Figure 5.10: Screenshots of Testing performed at stephen Party two. We executed horizontally partitioned case on total, multiple dataset and compared the results with Non Privacy Preserving Algorithms. The Results of the Testing Accuracy for the above mentioned parameters (Table 5.1) is as shown in Table 5.5.The result shows the redemption comparison between Non privacy preserving algorithm and privacy preserving horizontal partitioned datasets using gradient descent method.

Non Privacy Preserving Algorithm. Privacy Preserving Horizontal Algorithm for Ruth Fulton Benedict Essay, Least Square Approach. Name of Dataset Number of Test Samples Correct Predictions Incorrect Prediction Accuracy Correct Predictions Incorrect Prediction Accuracy. Iris 50 49 1 98% 47 2 94% Wine 13 9 4 69.23% 9 4 69.23% Tennis 4 2 2 50% 2 2 50% Table 5.5 Testing Accuracy of datasets. Figure 5.11 shows graphical representation of the comparison between Non privacy preserving algorithm and privacy preserving horizontal partitioned datasets using gradient descent method. Figure 5.10: Comparison of shawshank redemption testing results between non privacy and privacy preserving algorithm.

From Table 5.5 it can be seen that there is for Plantar and Cupping no significant loss in the accuracy if training is performed on ample number of king shawshank redemption iterations. With security of Literature for Plantar Heel Pain data elements across horizontally portion can be achieved without much compromising on the accuracy factor of the algorithm. 5.2.4 Privacy preserving Least Square Approach Algorithm on Vertically Partitioned dataset for stephen king shawshank redemption, Back propagation Neural Network Training. In this module, we are implemented Least Square Approach of gradient descent method for Vertical Partition Case. Hamlet The Play! This Vertical Partition Case is stephen redemption experimented a dataset which is divided in two parties and they together want to train a neural network without revealing their actual content. We make use of amd and intel comparison ElGamal Encryption Algorithm for keeping the data integrity.In cryptography, the ElGamal encryption system is an asymmetric key encryption algorithm for public-key cryptography, which is king based on the DiffieHellman key exchange. First, every party needs to encrypt their data using the Elgamal encryption technique individually and send the data to trusted third party where the data will be collected in Encrypted.

To simulate this we have executed a code which converts the data values into Encrypted Form using ElGamal Encryption. Dataset used for Ruth Fulton Benedict, ElGamal Encryption is stephen king Iris Dataset. Train Record Set: 100 records. Test Record Set: 50 records. Figure 5.11 shows the screenshot of execution of ElGamal encryption algorithm on Iris Dataset. Figure 5.11: Screenshot of execution of ElGamal encryption algorithm on Iris Dataset. This Program produces the encrypted values for all the data records. This simulation can be done by individual parties. Once all these data records are made available in Big Integer data type in an encrypted form, then it will not reveal any of the language information to the users as the data is in stephen redemption encrypted form. The learning trusted party will also be not able to incur any information using this data records as shown in Figure 5.12.

Figure 5.12: Screenshot of Encrypted Iris dataset. Similarly the and Politics of the 1790s test records can also be encrypted. Figure 5.13 shows the screenshot of big integer data records. Figure 5.12: Screenshot of big integer data records. Further all the data records are needs to normalize because to get higher accuracy of neural network. Normalization is carried out in the range of -1 to stephen king shawshank +1. For this we use following equation. In = (I-min) ((newMax-newMin)/(Max-Min)) +newMin.

In our case newMin is Social Literature, and Politics -1 and newMax = +1. Figure 5.13 shows the screenshots of normalized data records. Figure 5.13: Screenshot of normalized data records. Figure 5.14 indicates the result of Vertical Partitioned Dataset training for the Iris dataset. Figure 5.14: Screenshot of stephen king shawshank redemption Vertical Partitioned Dataset training for the Iris dataset. 5.2.4 Analysis of Work. We analyses the accuracy factor between Non Privacy Preserving Least Square Approach, Privacy Preserving Least Square Approach on Horizontal Dataset and language, Privacy Preserving Least Square Approach on Vertical Dataset. Table 5.6 shows the comparison of percentage accuracy of testing datasets of three approaches. Non Privacy Preserving Algorithm. Privacy Preserving Horizontal Algorithm for Least Square Approach Privacy Preserving Vertical Algorithm for Least Square Approach.

Name of Dataset Number of Test Samples Correct Predictions Incorrect Prediction Accuracy Correct Predictions Incorrect Prediction Accuracy Correct Predictions Incorrect Prediction Accuracy. Iris 50 49 1 98% 47 2 94% 42 8 84% Wine 13 9 4 69.23% 9 4 69.23% 9 4 69.23% Tennis 4 2 2 50% 2 2 50% N.A N.A N.A. Table 5.5 Testing Accuracy of redemption datasets. The Tennis dataset is Benedict Essay a character based dataset. Shawshank Redemption! The ElGamal Security scheme works with numeric data type.

So in above Table 5.5 there is total no result shown for vertical partitioned datasets. Although this can be taken as a future work as to extend the vertical partition case for a character type of data to work with Encryption mechanism. Figure 5.15 shows the graphical representation of comparisons of accuracy of testing datasets for three approaches. Figure 5.15: Graphical representation of comparisons of accuracy of testing datasets for stephen king shawshank redemption, three approaches. From Figure 5.15 it is observed that there is no significant loss in the accuracy if training is amd and intel comparison performed on stephen redemption, ample number of iterations. The number of iterations and the learning rate are modified for the Privacy Preserving Vertical Partition Case as the cryptographic implementation makes the data loss to happen. Amd And Intel Comparison! But still at the cost of some learning improvement the data can be kept secured for stephen king shawshank, Privacy Preserving Vertical Partitioned Case. Gradient descent method is used for solving many optimizations and goffman total, learning problems. In this dissertation work, we presented a secure gradient descent method for training of neural network for distributed datasets. Gradient Descent method contains two approaches i.e. stochastic approach and Least Square approach. King Shawshank! For our work least square approach is used and it is well suited for training of neural network.

We use Back Propagation neural network for training purpose. We works on privacy preserving protocols for securely performing gradient descent method over vertically or horizontally partitioned data based on the least square approach between two trusted parties. Our experimental results show that the protocols are correct and rastafarian language, preserving privacy of each data holders. We also conducted experiments to analyze the results of king shawshank non privacy preserving least square approach with privacy preserving least square approaches for horizontal and vertical portioned datasets. The excremental results shows that proposed least square approach of gradient descent method for distributed datasets is securely preserving privacy of individual dataset holders. For future work, we will extend our dissertation work for distributed datasets i.e. horizontal partitioned and vertically partitioned datasets using the least square approach for multiple parities. Further, our work will extend the vertical partition case for a character type of data to work with Encryption mechanism. [1] HIPPA, National Standards to total Protect the Privacy of Personal Health Information, [Online].

Available: http://www.hhs.gov/ocr/hipaa/finalreg.html. [2] M. Chicurel, Data basing the brain, Nature, vol. 406, pp. 822825, Aug. 2000. [3] D. Agrawal and R. Srikant, Privacy-preserving data mining, in Proc. ACM SIGMOD. [4] Y. Lindell and B. Pinkas, Privacy preserving data mining, in Lecture Notes in Computer Science. Redemption! Berlin, Germany: Springer-Verlag, 2000, vol.

1880, pp. 3644. [5] N. Zhang, S. Wang, and W. Zhao, A new scheme on privacy-preserving data classification, in Proc. ACM SIGKDD Int. Goffman Total! Conf. Knowl. Disc. Data Mining, 2005.

[6] G. Jagannathan and R. N. Wright, Privacy-preserving distributed k-means clustering over arbitrarily partitioned data, in stephen king shawshank Proc. ACM. [7] O. Ruth Fulton Benedict Essay! Goldreich, Foundations of Cryptography. Cambridge Univ. Shawshank Redemption! Press, 2001. [8] R. Wright and amd and intel, Z. Redemption! Yang, Privacy-preserving Bayesian network structure computation on for Plantar Essay, distributed heterogeneous data, in Proc. 10th ACM SIGKDD. [9] H. Yu, X. Jiang, and J. Vaidya, Privacy-preserving SVM using nonlinear kernels on horizontally partitioned data, in Proc. Annu.

ACM Symp. Appl. Comput., 2006. [10] A. King Redemption! C. Yao, Protocols for secure computations, in Proc. 23rd Annu. Erving Goffman Institution! Symp. Found. Comput. Sci., Chicago, IL, Nov. King Shawshank Redemption! 1982. [11] M. Barni, C. Orlandi, and Heel Essay, A. Stephen King! Piva, A privacy-preserving protocol for neural-network-based computation, in amd and intel comparison Proc.

8th Workshop Multimedia Security, New York, 2006. [12] A. Yao, How to generate and exchange secrets, in Proc. 27th IEEE Symp. Found. Comput. Sci., 1986, pp. 162167. [13] L.Wan, W. K. Ng, S. Han, and V. C. S. Lee, Privacy-preservation for redemption, gradient descent methods, in Proc. IEEE Transactions on Knowlede and Benedict, Data Engineering, 2010. Search our thousands of essays:

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If you place your employment in stephen king shawshank redemption the next section, that would be a great contrast to your skills. Make a table with 2 columns and Wordsworth, Reform and Politics 1790s, a few rows (just enough for your most relevant jobs). Add your title, previous employers, and their contact information in the left column and your job duties on the right. Stephen Redemption. Finally, underneath your employment history, enter your education information centered on the page. Employers may or may not be interested in speaking with your personal references. Intel. If there is any reason why your prospective employers shouldnt speak with your previous supervisors, try to avoid putting their contact information on your Curriculum Vitae. Redemption. Otherwise, there should be plenty of hamlet the play professional references in shawshank redemption your format for them to review.

You can post a sentence on Review for Plantar Heel Pain the bottom of your Curriculum Vitae either inviting your potential employer to call contacts from your employment history and/or letting him/her know that you have a list of personal references available if requested. If you have room on the page after leaving plenty of space in between each section, increase the font size of your name. If you have adequate or advanced linguistic skills, consider writing a short cover letter (3-5 small to moderate paragraphs) introducing yourself and outlining your skills, dedication, ambition, work ethic, and any other relevant piece of information that increases your appeal to an employer but may not have a proper place on your Curriculum Vitae. Cover letters are easy to disregard if an employer isnt interested, and they can help to set you aside from other applicants if there is an stephen shawshank redemption interest in learning more about you by reading your cover letter. You can either use the outline provided in this article or you can create your own curriculum vitae outline containing your name, contact information, and the basic sections you will need to fill out per application. Save the outline and consistent information in a master file, and once youve finished preparing a Curriculum Vitae for a job, choose Save as and Review Heel Pain, create a specific name for it. King. To find your Curriculum Vitae more quickly and conveniently, consider using the same name and changing only the last word. Institution. For example, you may save your resume as MyResumeCompany.doc. Redemption. Replace the word Company with each different place to which you submit your curriculum. How to Write a Great Cover Letter. Landing a job is undoubtedly difficult in todays economy.

Writing a great cover letter is probably the Literature Review Heel, most important step you can towards landing the job of king shawshank redemption their dreams. Why is writing a cover letter so important? It is the first thing a potential employer sees, and it will dictate whether or not the employer even looks at language your resume. Even the most polished, professional resume doesnt stand a chance against a poorly written cover letter. How do you write a cover letter that not only a potential employer to read your resume, but also gets you invited for an interview? Writing a winning cover letter is king shawshank redemption, not difficult if you follow a few simple steps: Just like an employer wont look at a resume thats attached to a poorly written cover letter, the employer wont even bother to read the cover letter if its a messy jumble of text. To create a professional-looking cover letter, be sure to use plenty of white space.

You should have, at a minimum, one inch margins and double spaces between paragraphs. Rastafarian Language. Follow the guidelines for stephen king shawshank writing a basic business letter and be sure to include a simple, text-only letterhead. Your letterhead should be the same letterhead that appears on your resume. This is your one and only chance to name drop, so take advantage of it. Potential employers want to know how you heard about the position. You should also identify the specific position that you are seeking, and state that you are applying for this position. Yes, its obvious, but cover letters follow a long-established pattern, and this isnt the time to be a rebel. Finally, set the tone for the rest of the letter, and briefly state what you will be discussing..

If you have more than a few years of experience in the field to which you are applying, your professional experience should be presented before your educational experience. First, write a topic sentence that presents one unified idea. If youve held several jobs in Review Heel Essay this career, find the one aspect that these jobs have in redemption common that will most impress your potential employer. You also need to link this paragraph to Wordsworth, and Politics 1790s Essay your educational experience. Similar to your employment paragraph, you need to develop one unified idea rather than simply presenting a list of all the schools youve attended and courses youve taken. Determine which aspect of your education is most important to the position youre applying for and present it here. A fourth and even fifth paragraph may be added if you need to present additional relevant information. Redemption. Just remember to develop one idea per paragraph, and to keep the entire letter under one page.

This is your opportunity to rastafarian tie everything together, leading the reader to invite you to an interview. You need to king shawshank reference your resume and any other included attachments. In addition, you need to politely, yet confidently state that you wish to rastafarian language be invited to stephen shawshank redemption an interview. Finally, state the easiest way for the employer to reach you, referring to the phone number and e-mail address in your letterhead. For important documents like cover letters, you need to go beyond your computers spell check and grammar check.

Place the cover letter aside for rastafarian a few hours, or overnight if possible, and look at stephen shawshank it with fresh eyes. You might find errors that you didnt see previously. Wordsworth, Social Reform Of The 1790s Essay. As a final step, ask someone, who you trust will do a decent job, to proofread your cover letter. Now, you have a well-written cover letter that will hopefully lead a potential employer to read your resume and ultimately invite you to an interview. Stephen King Shawshank. The rest is up to you! How to prepare for a winning job interview. In a competitive market for available jobs, potential candidates should put in the necessary time and effort to make a solid impact.

You must simply accept that its a buyers market, the buyer, in this case is the organization. Your first job as the Ruth Fulton Benedict, seller is to sell yourself. You need to shawshank redemption stand out from the Literature Heel Pain, other candidates like a house with a shiny red door in a cookie-cutter neighborhood. Assume your resume and stephen shawshank redemption, cover letter is in a pile on a desk with plenty of others, therefore you must find a way to rise to the top. Amd And. You need to put yourself in a stronger position, instead of you trying to chasing the job, make them convince you to take it. Your mindset dictates the demeanor you portray. Shawshank Redemption. If you seem too desperate, you dont make it to the next step, however, too arrogant and amd and intel, doors will close. You have to put yourself in the shoes of the interviewer and king redemption, determine your moves every step of the Review Heel Pain Essay, way. Spend about five hours preparing for each hour of interview, you want to investigate how you can deliver value to the organization. By researching and probing how you can make an impact in stephen king redemption the position, you are going beyond the Wordsworth, Social Reform 1790s Essay, canned responses of most candidates.

Your resume should announce that you are qualified for the position. After the shawshank, interview, you want to hamlet the play leave the king, impression that you can start the job tomorrow. You want to hamlet the play contact somebody who does the same job at stephen redemption the organization or similar enterprise and Fulton, ask several questions. Its a must that you discover the current challenges for the position within the organization and the industry as a whole. The next step is succeed where so many candidates fall short, you want to show initiative by suggesting ideas for the position. Hiring managers have so many job functions to shawshank perform, by proving that you not only amd and did research concerning the position, but proposed suggestions, you show tremendous potential. You would be surprised how those that have been performing the job for years have not expressed such aptitude. Be prepared to go beyond lip service, you want to demonstrate the homework you have done. Reaching out to a current employee performing the same job function puts you over stephen redemption, the top. Dont be shy or feel like you are intruding. Many employees have innovative ideas about institution how to perform their jobs better, tap into that information for free and king shawshank redemption, then add your own spin.

Use the power of imagination to stand out from the crowd, everybody else is going to be following the Ruth Benedict, same job interview tips that get recycled over the web. If you want to make a lasting impression, you must put in stephen redemption the sweat and effort. Wordsworth, Reform Literature, And Politics Of The Essay. Find someone who you can practice with until it comes out natural. Landing an offer in a tough economy requires considerable effort. Stephen. If you can demonstrate you can make an impact in your interview, your name will rise to the top of the pack. Copyright Curriculum-Vitae.In 2013 - Contact : webmaster curriculum-vitae.in. All the intel comparison, Curriculum Vitae templates are at king your disposal without any guaranty.

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