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csi undergraduate conference on research, scholarship ... - CSI Today

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Research Poster Presentati<strong>on</strong>sP O S T E R 8 4Binary Tree Classifier Based <strong>on</strong>Kolmogorov-Smirnoff TestMohit ChoudharyFaculty Mentor: Dr. Natacha GueorguievaDepartment of Computer ScienceThe aim of this <strong>research</strong> is developing algorithmsfor estimating the feature importance in patternrecogniti<strong>on</strong> systems as well as design of binary treeclassifier based <strong>on</strong> Kolmogorov-Smirnov.Hierarchical Classifiers or Decisi<strong>on</strong> Tree Classifiers(DTC’s) are used successfully in many diverse areassuch as radar signal classificati<strong>on</strong>, characterrecogniti<strong>on</strong>, remote sensing, medical diagnosis,expert systems, and speech recogniti<strong>on</strong> etc.Perhaps, the most important feature of DTC's istheir capability to break down a complex decisi<strong>on</strong>makingprocess into a collecti<strong>on</strong> of simplerdecisi<strong>on</strong>s, thus providing a soluti<strong>on</strong> which is ofteneasier to interpret. Hierarchical classifiers are aspecial type of multistage classifiers which allowrejecti<strong>on</strong> of class labels at intermediate stages.This <strong>research</strong> includes development ofa. Algorithm for calculating the informati<strong>on</strong> ofdifferent features of patterns (samples) for thepurposes of classificati<strong>on</strong> (clusterizati<strong>on</strong>).b. Algorithm for partiti<strong>on</strong>ing of a feature spacebased <strong>on</strong> Kolmogorov-Smirnov test whichrequires the calculati<strong>on</strong>s of K-S distances andthreshold coefficients as well as design ofhierarchical pattern classifier.c. The software implementati<strong>on</strong> includesdevelopment of friendly GUIs, with all necessaryvisualizati<strong>on</strong> and output files in appropriateformat.d. Testing by using some of the existingbenchmarks.P O S T E R 8 5La Voz del Pueblo (The People’sVoice): An Oral History ofMexicans in New York CityIrvin IbarguenFaculty Mentor: Dr. Calvin HolderDepartment of HistoryThis project is born out of the c<strong>on</strong>victi<strong>on</strong> that theMexican experience in America is far too broad, fartoo complex, and far too multifaceted to beproperly addressed by standard historical works.Through a process of interviews, it seeks to salvageforgotten voices and rec<strong>on</strong>struct as fairly aspossible the life, plights, c<strong>on</strong>cerns, andachievements of Mexicans in NYC. For the reader’sc<strong>on</strong>venience, a supporting narrative that givesc<strong>on</strong>text to the individual interviews is alsoincluded. This is not a rigorous academic argumentabout Mexicans in America; instead, it is thebeautiful, emoti<strong>on</strong>al, and thought-provoking storyof Mexican immigrants in NYC, as told by thepeople themselves.65

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