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
| Identifer | oai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325376 |
| Date | January 2005 |
| Contributors | Ko, Hon Man., Chinese University of Hong Kong Graduate School. Division of Systems Engineering and Engineering Management. |
| Source Sets | The Chinese University of Hong Kong |
| Language | English, Chinese |
| Detected Language | English |
| Type | Text, bibliography |
| Format | print, viii, 76 leaves : ill. ; 30 cm. |
| Rights | Use 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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