by Leung Chi Sing. / Thesis (M.Phil.)--Chinese University of Hong Kong, 1991. / Bibliography: leaves 84-87. / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Definition of Neural Networks --- p.3 / Chapter 1.2 --- Processing Elements ( Neurons ) and Activation Functions --- p.4 / Chapter 1.3 --- Topology --- p.7 / Chapter 1.4 --- Cross-count --- p.9 / Chapter 1.5 --- Learning Rules --- p.10 / Chapter 1.6 --- Categories of Neural Networks --- p.11 / Chapter 2 --- Rotation Transformations --- p.13 / Chapter 2.1 --- 2-Dimensional Rotations --- p.13 / Chapter 2.2 --- High Dimensional Rotations --- p.15 / Chapter 2.3 --- Hardware Implementation --- p.17 / Chapter 2.3.1 --- 2-Dimensional Rotation Block (2DRB) --- p.18 / Chapter 2.3.2 --- High Dimensional Rotation Block --- p.20 / Chapter 3 --- Rotation Qaudratic Function Neural Network (RQFN) --- p.24 / Chapter 3.1 --- Classical Quadratic Function Neurons (QFN) --- p.25 / Chapter 3.2 --- Rotation Quadratic Function Neural Network --- p.27 / Chapter 3.3 --- Learning Rule --- p.33 / Chapter 3.4 --- Comparison between RQFN and QFN --- p.39 / Chapter 3.4.1 --- Delay --- p.39 / Chapter 3.4.2 --- Fan-in --- p.39 / Chapter 3.4.3 --- Geometric interpretation --- p.40 / Chapter 3.4.4 --- Complexity --- p.40 / Chapter 3.5 --- Simulations --- p.42 / Chapter 3.5.1 --- XOR Test --- p.42 / Chapter 3.5.2 --- Simple Two-dimensional Test --- p.47 / Chapter 3.5.3 --- Three-dimensional Test --- p.50 / Chapter 3.5.4 --- Separated learning Test --- p.52 / Chapter 4 --- Enhanced RQFN --- p.56 / Chapter 4.1 --- Many-Class RQFN (MCRQFN) --- p.56 / Chapter 4.1.1 --- Topology of MCRQFN --- p.57 / Chapter 4.1.2 --- Learning Algorithm of MCRQFN --- p.57 / Chapter 4.2 --- Application Experiment --- p.59 / Chapter 4.2.1 --- Introduction --- p.59 / Chapter 4.2.2 --- Feature Extraction --- p.60 / Chapter 4.2.3 --- Configuration --- p.62 / Chapter 4.2.4 --- Experiment Results --- p.63 / Chapter 4.3 --- Generalized MCRQFN (GMCRQFN) --- p.66 / Chapter 4.3.1 --- Topology of GMCRQFN --- p.66 / Chapter 4.3.2 --- Learning Algorithm of GMCRQFN --- p.67 / Chapter 4.3.3 --- Simulations --- p.69 / Chapter 5 --- Conclusion --- p.82 / Bibliography --- p.87
| Identifer | oai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_318728 |
| Date | January 1991 |
| Contributors | Leung, Chi Sing., Chinese University of Hong Kong Graduate School. Division of Information Engineering. |
| Publisher | Chinese University of Hong Kong |
| Source Sets | The Chinese University of Hong Kong |
| Language | English |
| Detected Language | English |
| Type | Text, bibliography |
| Format | print, vi, 87 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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