Optimization Technique For Feature Selection And...

Optimization Technique for Feature Selection and Classification Using Support Vector Machine Abstract— Classification problems often have a large number of features in the data sets, but only some of them are useful for classification. Data Mining Performance gets reduced by Irrelevant and redundant features. Feature selection aims to choose a small number of relevant features to achieve similar or even better classification performance than using all features. It has two main objectives are maximizing the classification performance and minimizing the number of features. Moreover, the existing feature selection algorithms treat the task as a single objective problem. Selecting attribute is done by the combination of attribute evaluator and search method using WEKA Machine Learning Tool. We compare SVM classification algorithm to automatically classify the data using selected features with different standard dataset. Index Terms— Data Mining, Kernel methods, Support Vector Machine, WEKA, Classification. . —————————— ï  µ —————————— 1 INTRODUCTION S upport Vector Machine (SVM) was first described in 1992, introduced by Boser, Guyon, and Vapnik. Support vector machines (SVMs) are a set of related supervised learning methods used for classification and regression [1]. They belong to a family of linear classifiers. In other words, Support Vector Machine (SVM) is a tool of classification andShow MoreRelatedDetection Ratio Of Cyber Attack Detection2009 Words   |  9 Pagesthe Detection Ratio of Cyber Attack Using Feature Reduction Based on Support Vector Machine and Glowworm Optimization Abstract— The swarm intelligence plays vital role in feature reduction process in cyber-attack detection. The family of swarm intelligence gives bucket of algorithm for the processing of feature reduction such as ant colony optimization, particle swarm optimization and many more. In family of swarm new algorithm is called glowworm optimization algorithm based on the concept of luciferinRead MoreA Research Study On Machine Learning Community, The Decision Tree Algorithms, Quinlan s Id3 And Its Successor Essay1462 Words   |  6 Pages J. Ross Quinlan. In machine learning community, the decision tree algorithms, Quinlan’s ID3 and its successor C4.5: Programs for machine learning are probably the most popular. The various issues related to decision tree are discussed from the initial state of building a tree to methods of pruning, converting trees into rules and handling other problems such as missing attribute values. 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Dress for success - 1693 Words

Dress for success By Kira Gusak Mrs. Cathy Bauer Western Literature and Humanities 11 April 2014 ii Dress for success Thesis: A person who wears nice cloths is more successful and self-confident Outline I. Introduction (You are a turtle with your shell) II. How dressing affects your attitude III. â€Å"You look fantastic† is the best compliment that can be said. IV. Knowledge of knowing how to combine clothes will help with getting a job V. Appearance may affect your productivity VI. Dressing is very important for getting a man VII. Conclusion Gusak1 Dress for success Is the way a person dresses important? It can†¦show more content†¦Each color has different description and can lead to different effect. (Self-Growth) The best compliment that somebody can make to another person is to say, â€Å"You look fantastic†. It means that the job that somebody did with his outfit is successful, and he succeed in impressing others. This compliment about the overall outfit, is even better than hearing about a specific part of the outfit, for example, the shoes, or a bag, or a coat†¦ This compliment means that the person’s attire was successfully combined, with his self- confidence making the person look fantastic. It’s especially important when making a first impression. Because when first meeting someone a good impression will be made. In a person’s life there’s a very important and significant step, which may influence their whole life, this step is to find a good job. It means that people sh ould be Gusak3 responsible about finding work because nobody wants to lose out on a chance, so a person has to be very concerned about it. It’s when first impressions are made as well. According to CNN’s reports about what employers demand from people who went to the job interview, we can see that how we dress says a lot about us, and it forms an employer’s opinion and decides our future in the company (CNN.com/living). 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Baz Luhrmann releases his new 20th century adaptation of Romeo and Juliet Essay Example For Students

Baz Luhrmann releases his new 20th century adaptation of Romeo and Juliet Essay Baz Luhrmann releases his new 20th century adaptation of Romeo and Juliet which includes drugs, sex and cross-dressing, unlike anything you will have experienced in other productions than it was eighteen years ago. This new adaptation with modernization like new sporty cars, drugs, etc, etc which all youngsters are familiar with and aware of will certainly catch their eye. Its definitely not another boring Romeo And Juliet love story. Modernization like the actors in the film taking drugs was not used in its last production of Romeo And Juliet eighteen years ago. This was used to catch the eye of the teenagers. Neither were war and gang artilleries like a 54 calibre and shot guns were not used either. Its definitely something someone would not want to miss. The first thing that strikes you is Baz Luhrmanns original use of setting. Compared to the old settings used in the last production, Luhrmann has used a modern type of setting to do its scenes. This made it look different from the clichà ¯Ã‚ ¿Ã‚ ½ scenes which everyone was familiar with and added a bit of another different flavour into it. There were 4 scenes which were very different and Luhrmann had focused a lot on those scenes; which means that a long shot was taken on them. The first one was at the petrol station which was shot towards the beginning of the movie (during the first 20 minutes) and it was in the city centre of Verona. This showed us the skyscrapers instead of those mansions which were found in its last production. Instead of showing us the deserted streets of Verona, Baz Luhrmann decided to shoot the scene in a crowded place with high buildings and cars. This told us about the modernisation used here. The other scene was the beach scene, where the fight carried on from the petrol station. Here, instead of using the streets of Verona he used the petrol station and the the beach which are much more crowded and has life in them with the girls in bikinis to clearly attract young audiences. Whenever someone hears about Rome and Juliet, the first thing that strikes their minds is the balcony scene which was shot repeatedly in the past productions of Romeo And Juliet. But again, Baz Luhrmann revolutionised this by using the pool in Juliets mansion instead of the balcony scene. The audience will find this different and might wonder that how could the director has cut the famous balcony scene. As I mentioned before, the shot was done in a modern city with big developments. It had much of an urban landscape rather than of a small town. Baz Luhrmanns use of different camera tricks also added a spice to the movie. The effects like the slow motion movements didnt even exist during the 50s. This made the scenes to be visible much more easier to the public so that they could see wha t was actually happening. Another one was the aerial view which was shot twice. Once was towards the end of the movie where Romeo was running away and how the police was chasing him. The other time it was shot was during the beginning when the Montagues and the Capulets had a feud in the streets of the Verona. Therefore, all this refreshes the traditional sets. With these modern landscapes Luhrmanns characters take on a larger than life persona. Their costumes were very different from the past productions. The actors costumes were criticised a lot in the party which was held in Capulets mansion. The costume worn by Lady Capulet in this production doesnt match her character as she is strict and a straight forward woman. When we read the book, we can say that Lady Capulet depends totally on her husband and doesnt do anything without his permission. Lady Capulet is not mentioned in the book during the party and neither is Paris. The rare scene which surprises everyone is Lady Capulet kissing Paris during the party. .u93d5b65f64c0cafc05ada3645a6ac303 , .u93d5b65f64c0cafc05ada3645a6ac303 .postImageUrl , .u93d5b65f64c0cafc05ada3645a6ac303 .centered-text-area { min-height: 80px; position: relative; } .u93d5b65f64c0cafc05ada3645a6ac303 , .u93d5b65f64c0cafc05ada3645a6ac303:hover , .u93d5b65f64c0cafc05ada3645a6ac303:visited , .u93d5b65f64c0cafc05ada3645a6ac303:active { border:0!important; } .u93d5b65f64c0cafc05ada3645a6ac303 .clearfix:after { content: ""; display: table; clear: both; } .u93d5b65f64c0cafc05ada3645a6ac303 { display: block; transition: background-color 250ms; webkit-transition: background-color 250ms; width: 100%; opacity: 1; transition: opacity 250ms; webkit-transition: opacity 250ms; background-color: #95A5A6; } .u93d5b65f64c0cafc05ada3645a6ac303:active , .u93d5b65f64c0cafc05ada3645a6ac303:hover { opacity: 1; transition: opacity 250ms; webkit-transition: opacity 250ms; background-color: #2C3E50; } .u93d5b65f64c0cafc05ada3645a6ac303 .centered-text-area { width: 100%; position: relative ; } .u93d5b65f64c0cafc05ada3645a6ac303 .ctaText { border-bottom: 0 solid #fff; color: #2980B9; font-size: 16px; font-weight: bold; margin: 0; padding: 0; text-decoration: underline; } .u93d5b65f64c0cafc05ada3645a6ac303 .postTitle { color: #FFFFFF; font-size: 16px; font-weight: 600; margin: 0; padding: 0; width: 100%; } .u93d5b65f64c0cafc05ada3645a6ac303 .ctaButton { background-color: #7F8C8D!important; color: #2980B9; border: none; border-radius: 3px; box-shadow: none; font-size: 14px; font-weight: bold; line-height: 26px; moz-border-radius: 3px; text-align: center; text-decoration: none; text-shadow: none; width: 80px; min-height: 80px; background: url(https://artscolumbia.org/wp-content/plugins/intelly-related-posts/assets/images/simple-arrow.png)no-repeat; position: absolute; right: 0; top: 0; } .u93d5b65f64c0cafc05ada3645a6ac303:hover .ctaButton { background-color: #34495E!important; } .u93d5b65f64c0cafc05ada3645a6ac303 .centered-text { display: table; height: 80px; padding-left : 18px; top: 0; } .u93d5b65f64c0cafc05ada3645a6ac303 .u93d5b65f64c0cafc05ada3645a6ac303-content { display: table-cell; margin: 0; padding: 0; padding-right: 108px; position: relative; vertical-align: middle; width: 100%; } .u93d5b65f64c0cafc05ada3645a6ac303:after { content: ""; display: block; clear: both; } READ: In this piece of coursework I will be comparing two different films based on William Shakespeare's Romeo and Juliet to the original text EssayThis is a rare adaptation because no one is waiting for this scene. Its just a waste a time as it doesnt play a key role in the story. The character whos costume was similar to the last production was of Friar Lawrence as he is dressed in the clichà ¯Ã‚ ¿Ã‚ ½d priests robe. But the fact that is different is the age of Friar Lawrence in this production. In the earlier production, Friar Lawrence is quite old and is found in his early 60s. But in the production, Friar Lawrence seems quite young to be a priest. The costumes of the gang members of the Capulets and the Montagues are quite modern and realistic and they are found in any gang these days. Their boots have their groups sign or name printed on it. The guns used are more real like the 40 caliber, mp40, Magnum guns, AK 47s, etc. All these are used to clearly attract teen audiences which prefer blood shot scenes. Again, their costumes clearly contain metal leathered jackets, heavy bracelets. Luhrmanns adaptation though is at its most intelligent when he modernises Shakespeares world. The use of Religion, guns, use of drugs, music has been made use of in this production of Baz Luhrmann to make it different, attractive and more relevant to a teenage audience. Music plays an important rule in this version as it adds tension to the required parts of the story. When Romeo and Juliet die at the end, there is the slow type of music which creates sadness among the audiences and make the audiences wonder how could such a coincidence like Juliet waking up and Romeo dying at the same moment. Whereas, during the fight between the Capulets and the Montagues, the type of music which was played in that scene contains quite heavy and fast music, which again creates tension among the viewers. Guns are used instead of swords and shields. This makes it thousand times attractive and interesting to watch when each one tries to miss the bullet.