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Training example adaptation for text categorization.

Ko Hon Man. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2005. / Includes bibliographical references (leaves 68-72). / Abstracts in English and Chinese. / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Background and Motivation --- p.1 / Chapter 1.2 --- Thesis Organization --- p.4 / Chapter 2 --- Related Work --- p.6 / Chapter 2.1 --- Semi-supervised learning --- p.6 / Chapter 2.2 --- Hierarchical Categorization --- p.10 / Chapter 3 --- Framework Overview --- p.13 / Chapter 4 --- Inherent Concept Detection --- p.18 / Chapter 4.1 --- Data Preprocessing --- p.18 / Chapter 4.2 --- Concept Detection Algorithm --- p.22 / Chapter 4.3 --- Kernel-based Distance Measure --- p.27 / Chapter 5 --- Training Example Discovery from Unlabeled Documents --- p.33 / Chapter 5.1 --- Training Document Discovery --- p.33 / Chapter 5.2 --- Automatically determining the number of extracted positive examples --- p.37 / Chapter 5.3 --- Classification Model --- p.39 / Chapter 6 --- Experimental Evaluation --- p.44 / Chapter 6.1 --- Corpus Description --- p.44 / Chapter 6.2 --- Evaluation Metric --- p.49 / Chapter 6.3 --- Result Analysis --- p.50 / Chapter 7 --- Conclusions and Future Work --- p.66 / Bibliography --- p.68 / Chapter A --- Detailed result on the inherent concept detection process for the TDT and RCV1 corpora --- p.73

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325376
Date January 2005
ContributorsKo, Hon Man., Chinese University of Hong Kong Graduate School. Division of Systems Engineering and Engineering Management.
Source SetsThe Chinese University of Hong Kong
LanguageEnglish, Chinese
Detected LanguageEnglish
TypeText, bibliography
Formatprint, viii, 76 leaves : ill. ; 30 cm.
RightsUse of this resource is governed by the terms and conditions of the Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0 International” License (http://creativecommons.org/licenses/by-nc-nd/4.0/)

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