Chan, Shing Kai. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2010. / Includes bibliographical references (leaves 106-114). / Abstracts in English and Chinese. / Abstract --- p.i / Acknowledgements --- p.v / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Problem Statement --- p.2 / Chapter 1.2 --- Motivation for Story Segmentation --- p.4 / Chapter 1.3 --- Terminologies --- p.5 / Chapter 1.4 --- Thesis Goals --- p.6 / Chapter 1.5 --- Thesis Organization --- p.8 / Chapter 2 --- Background Study --- p.9 / Chapter 2.1 --- Coherence-based Approaches --- p.10 / Chapter 2.1.1 --- Defining Coherence --- p.10 / Chapter 2.1.2 --- Lexical Chaining --- p.12 / Chapter 2.1.3 --- Cosine Similarity --- p.15 / Chapter 2.1.4 --- Language Modeling --- p.19 / Chapter 2.2 --- Feature-based Approaches --- p.21 / Chapter 2.2.1 --- Lexical Cues --- p.22 / Chapter 2.2.2 --- Audio Cues --- p.23 / Chapter 2.2.3 --- Video Cues --- p.24 / Chapter 2.3 --- Pros and Cons and Hybrid Approaches --- p.25 / Chapter 2.4 --- Chapter Summary --- p.27 / Chapter 3 --- Experimental Corpora --- p.29 / Chapter 3.1 --- The TDT2 and TDT3 Multi-language Text Corpus --- p.29 / Chapter 3.1.1 --- Introduction --- p.29 / Chapter 3.1.2 --- Program Particulars and Structures --- p.31 / Chapter 3.2 --- Data Preprocessing --- p.33 / Chapter 3.2.1 --- Challenges of Lexical Chain Formation on Chi- nese Text --- p.33 / Chapter 3.2.2 --- Word Segmentation for Word Units Extraction --- p.35 / Chapter 3.2.3 --- Part-of-speech Tagging for Candidate Words Ex- traction --- p.36 / Chapter 3.3 --- Chapter Summary --- p.37 / Chapter 4 --- Indication of Lexical Cohesiveness by Lexical Chains --- p.39 / Chapter 4.1 --- Lexical Chain as a Representation of Cohesiveness --- p.40 / Chapter 4.1.1 --- Choice of Word Relations for Lexical Chaining --- p.41 / Chapter 4.1.2 --- Lexical Chaining by Connecting Repeated Lexi- cal Elements --- p.43 / Chapter 4.2 --- Lexical Chain as an Indicator of Story Segments --- p.48 / Chapter 4.2.1 --- Indicators of Absence of Cohesiveness --- p.49 / Chapter 4.2.2 --- Indicator of Continuation of Cohesiveness --- p.58 / Chapter 4.3 --- Chapter Summary --- p.62 / Chapter 5 --- Indication of Story Boundaries by Lexical Chains --- p.63 / Chapter 5.1 --- Formal Definition of the Classification Procedures --- p.64 / Chapter 5.2 --- Theoretical Framework for Segmentation Based on Lex- ical Chaining --- p.65 / Chapter 5.2.1 --- Evaluation of Story Segmentation Accuracy --- p.65 / Chapter 5.2.2 --- Previous Approach of Story Segmentation Based on Lexical Chaining --- p.66 / Chapter 5.2.3 --- Statistical Framework for Story Segmentation based on Lexical Chaining --- p.69 / Chapter 5.2.4 --- Post Processing of Ratio for Boundary Identifi- cation --- p.73 / Chapter 5.3 --- Comparing Segmentation Models --- p.75 / Chapter 5.4 --- Chapter Summary --- p.79 / Chapter 6 --- Analysis of Lexical Chains Features as Boundary Indi- cators --- p.80 / Chapter 6.1 --- Error Analysis --- p.81 / Chapter 6.2 --- Window Length in the LRT Model --- p.82 / Chapter 6.3 --- The Relative Importance of Each Set of Features --- p.84 / Chapter 6.4 --- The Effect of Removing Timing Information --- p.92 / Chapter 6.5 --- Chapter Summary --- p.96 / Chapter 7 --- Conclusions and Future Work --- p.98 / Chapter 7.1 --- Contributions --- p.98 / Chapter 7.2 --- Future Works --- p.100 / Chapter 7.2.1 --- Further Extension of the Framework --- p.100 / Chapter 7.2.2 --- Wider Applications of the Framework --- p.105 / Bibliography --- p.106
| Identifer | oai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_327212 |
| Date | January 2010 |
| Contributors | Chan, Shing Kai., 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, xviii, 114 leaves : ill. (chiefly col.) ; 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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