Lau Yung Hang. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2005. / Includes bibliographical references (leaves 78-82). / Abstracts in English and Chinese. / Abstract --- p.i / Acknowledgement --- p.iii / List of Figures --- p.viii / List of Tables --- p.x / List of Algorithms --- p.xi / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Justifying the Need for US and DTW --- p.1 / Chapter 1.2 --- Motivating Examples --- p.3 / Chapter 1.3 --- Contributions --- p.9 / Chapter 1.4 --- Thesis Organization --- p.10 / Chapter 2 --- Problem Definition --- p.11 / Chapter 3 --- Preliminaries --- p.13 / Chapter 3.1 --- Time Warping Distance --- p.13 / Chapter 3.2 --- Constraints and Lower Bounding --- p.16 / Chapter 3.3 --- Uniform Scaling --- p.20 / Chapter 3.3.1 --- Lower bounding uniform scaling --- p.21 / Chapter 4 --- Scaling and Time Warping --- p.23 / Chapter 4.1 --- Tightness of the lower bounds --- p.27 / Chapter 4.2 --- Experimental Evaluation --- p.32 / Chapter 5 --- A Faster and more Flexible Approach --- p.41 / Chapter 5.1 --- The Enveloping Sequences Revisited --- p.41 / Chapter 5.2 --- Speeding up LB Distance Computation --- p.43 / Chapter 5.3 --- Experimental Evaluation --- p.44 / Chapter 5.3.1 --- Query Time Comparison --- p.44 / Chapter 5.3.2 --- Effect on Pruning Power --- p.46 / Chapter 6 --- Indexing for SWM --- p.49 / Chapter 6.1 --- Related Work --- p.49 / Chapter 6.1.1 --- Fast subsequence matching --- p.49 / Chapter 6.1.2 --- Duality-based subsequence matching --- p.50 / Chapter 6.1.3 --- Nearest Neighbor Search --- p.53 / Chapter 6.1.4 --- Dimension Reduction --- p.57 / Chapter 6.2 --- Proposed Indexing for SWM --- p.60 / Chapter 6.2.1 --- Index construction algorithm --- p.60 / Chapter 6.2.2 --- Utilizing the index --- p.61 / Chapter 6.2.3 --- Nearest Neighbor Search --- p.63 / Chapter 6.3 --- Experimental Evaluation --- p.64 / Chapter 6.3.1 --- Range Queries --- p.64 / Chapter 6.3.2 --- One nearest neighbor search --- p.68 / Chapter 6.3.3 --- k-nearest neighbor search --- p.72 / Chapter 7 --- Conclusion --- p.76 / Bibliography --- p.78
| Identifer | oai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325370 |
| Date | January 2005 |
| Contributors | Lau, Yung Hang., Chinese University of Hong Kong Graduate School. Division of Computer Science and Engineering. |
| Source Sets | The Chinese University of Hong Kong |
| Language | English, Chinese |
| Detected Language | English |
| Type | Text, bibliography |
| Format | print, xi, 82 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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