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Ant colony optimization based clustering for data partitioning.

Woo Kwan Ho. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2005. / Includes bibliographical references (leaves 148-155). / Abstracts in English and Chinese. / Contents --- p.ii / Abstract --- p.iv / Acknowledgements --- p.vii / List of Figures --- p.viii / List of Tables --- p.x / Chapter Chapter 1 --- Introduction --- p.1 / Chapter Chapter 2 --- Literature Reviews --- p.7 / Chapter 2.1 --- Block Clustering --- p.7 / Chapter 2.2 --- Clustering XML by structure --- p.10 / Chapter 2.2.1 --- Definition of XML schematic information --- p.10 / Chapter 2.2.2 --- Identification of XML schematic information --- p.12 / Chapter Chapter 3 --- Bi-Tour Ant Colony Optimization for diagonal clustering --- p.15 / Chapter 3.1 --- Motivation --- p.15 / Chapter 3.2 --- Framework of Bi-Tour Ant Colony Algorithm --- p.21 / Chapter 3.3 --- Re-order of the data matrix in BTACO clustering method --- p.27 / Chapter 3.3.1 --- Review of Ant Colony Optimization --- p.29 / Chapter 3.3.2 --- Bi-Tour Ant Colony Optimization --- p.36 / Chapter 3.4 --- Determination of partitioning scheme --- p.44 / Chapter 3.4.1 --- Weighed Sum of Error (WSE) --- p.48 / Chapter 3.4.2 --- Materialization of partitioning scheme via hypothetic matrix --- p.50 / Chapter 3.4.3 --- Search of best-fit hypothetic matrix --- p.52 / Chapter 3.4.4 --- Dynamic programming approach --- p.53 / Chapter 3.4.5 --- Heuristic partitioning approach --- p.57 / Chapter 3.5 --- Experimental Study --- p.62 / Chapter 3.5.1 --- Data set --- p.63 / Chapter 3.5.2 --- Study on DP Approach and HP Approach --- p.65 / Chapter 3.5.3 --- Study on parameter settings --- p.69 / Chapter 3.5.4 --- Comparison with GA-based & hierarchical clustering methods --- p.81 / Chapter 3.6 --- Chapter conclusion --- p.90 / Chapter Chapter 4 --- Application of BTACO-based clustering in XML database system --- p.93 / Chapter 4.1 --- Introduction --- p.93 / Chapter 4.2 --- Overview of normalization and vertical partitioning in relational DB design --- p.95 / Chapter 4.2.1 --- Normalization of relational models in database design --- p.95 / Chapter 4.2.2 --- Vertical partitioning in database design --- p.98 / Chapter 4.3 --- Clustering XML documents --- p.100 / Chapter 4.4 --- Proposed approach using BTACO-based clustering --- p.103 / Chapter 4.4.1 --- Clustering XML documents by structure --- p.103 / Chapter 4.4.2 --- Clustering XML documents by user transaction patterns --- p.109 / Chapter 4.4.3 --- Implementation of Query Manager for our experimental study --- p.114 / Chapter 4.5 --- Experimental Study --- p.118 / Chapter 4.5.1 --- Experimental Study on the clustering by structure --- p.118 / Chapter 4.5.2 --- Experimental Study on the clustering by user access patterns --- p.133 / Chapter 4.6 --- Chapter conclusion --- p.141 / Chapter Chapter 5 --- Conclusions --- p.143 / Chapter 5.1 --- Contributions --- p.144 / Chapter 5.2 --- Future works --- p.146 / Bibliography --- p.148 / Appendix I --- p.156 / Appendix II --- p.168 / Index tables for Profile A --- p.168 / Index tables for Profile B --- p.171 / Appendix III --- p.174

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325241
Date January 2005
ContributorsWoo, Kwan Ho., 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, x, 176 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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