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Integrating artificial neural networks and constraint logic programming.

by Vincent Wai-leuk Tam. / Thesis (M.Phil.)--Chinese University of Hong Kong, 1995. / Includes bibliographical references (leaves 74-80). / Chapter 1 --- Introduction and Summary --- p.1 / Chapter 1.1 --- The Task --- p.1 / Chapter 1.2 --- The Thesis --- p.2 / Chapter 1.2.1 --- Thesis --- p.2 / Chapter 1.2.2 --- Antithesis --- p.3 / Chapter 1.2.3 --- Synthesis --- p.5 / Chapter 1.3 --- Results --- p.6 / Chapter 1.4 --- Contributions --- p.6 / Chapter 1.5 --- Chapter Summaries --- p.7 / Chapter 1.5.1 --- Chapter 2: An ANN-Based Constraint-Solver --- p.8 / Chapter 1.5.2 --- Chapter 3: A Theoretical Framework of PROCLANN --- p.8 / Chapter 1.5.3 --- Chapter 4: The Prototype Implementation --- p.8 / Chapter 1.5.4 --- Chapter 5: Benchmarking --- p.9 / Chapter 1.5.5 --- Chapter 6: Conclusion --- p.9 / Chapter 2 --- An ANN-Based Constraint-Solver --- p.10 / Chapter 2.1 --- Notations --- p.11 / Chapter 2.2 --- Criteria for ANN-based Constraint-solver --- p.11 / Chapter 2.3 --- A Generic Neural Network: GENET --- p.13 / Chapter 2.3.1 --- Network Structure --- p.13 / Chapter 2.3.2 --- Network Convergence --- p.17 / Chapter 2.3.3 --- Energy Perspective --- p.22 / Chapter 2.4 --- Properties of GENET --- p.23 / Chapter 2.5 --- Incremental GENET --- p.27 / Chapter 3 --- A Theoretical Framework of PROCLANN --- p.29 / Chapter 3.1 --- Syntax and Declarative Semantics --- p.30 / Chapter 3.2 --- Unification in PROCLANN --- p.33 / Chapter 3.3 --- PROCLANN Computation Model --- p.38 / Chapter 3.4 --- Soundness and Weak Completeness of the PROCLANN Compu- tation Model --- p.40 / Chapter 3.5 --- Probabilistic Non-determinism --- p.46 / Chapter 4 --- The Prototype Implementation --- p.48 / Chapter 4.1 --- Prototype Design --- p.48 / Chapter 4.2 --- Implementation Issues --- p.52 / Chapter 5 --- Benchmarking --- p.58 / Chapter 5.1 --- N-Queens --- p.59 / Chapter 5.1.1 --- Benchmarking --- p.59 / Chapter 5.1.2 --- Analysis --- p.59 / Chapter 5.2 --- Graph-coloring --- p.63 / Chapter 5.2.1 --- Benchmarking --- p.63 / Chapter 5.2.2 --- Analysis --- p.64 / Chapter 5.3 --- Exceptionally Hard Problem --- p.66 / Chapter 5.3.1 --- Benchmarking --- p.67 / Chapter 5.3.2 --- Analysis --- p.67 / Chapter 6 --- Conclusion --- p.68 / Chapter 6.1 --- Contributions --- p.68 / Chapter 6.2 --- Limitations --- p.70 / Chapter 6.3 --- Future Work --- p.71 / Chapter 6.3.1 --- Parallel Implementation --- p.71 / Chapter 6.3.2 --- General Constraint Handling --- p.72 / Chapter 6.3.3 --- Other ANN Models --- p.73 / Chapter 6.3.4 --- Other Domains --- p.73 / Bibliography --- p.74 / Appendix A The Hard Graph-coloring Problems --- p.81 / Appendix B An Exceptionally Hard Problem (EHP) --- p.182

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_320608
Date January 1995
ContributorsTam, Vincent Wai-leuk., Chinese University of Hong Kong Graduate School. Division of Computer Science.
PublisherChinese University of Hong Kong
Source SetsThe Chinese University of Hong Kong
LanguageEnglish
Detected LanguageEnglish
TypeText, bibliography
Formatprint, vi, 197 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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