Advances in Computational Intelligence: Theory And Applications

by Wang, Fei-Yue; Liu, Derong

• ISBN13: 9789812567345
• ISBN10: 9812567348
• Format: Hardcover
• Copyright: 2006-08-30
• Publisher: World Scientific Pub Co Inc

Table of Contents

Preface	v
List of Contributors	xiii
1 A Quest for Granular Computing and Logic Processing
W. Pedrycz	1	(22)
1.1 Introduction	1	(1)
1.2 Granular Computing	2	(3)
1.3 Granular Computing and Logic: Synergistic Links	5	(2)
1.4 Main Categories of Fuzzy Logic Processing Units	7	(8)
1.5 A General Topology of the Network	15	(2)
1.6 Interpretation Issues of Logic Networks	17	(2)
1.7 Conclusions	19	(1)
Bibliography	19	(4)
2 Abstraction and Linguistic Analysis of Conventional Numerical Dynamic Systems
F.-Y. Wang	23	(32)
2.1 Introduction	23	(3)
2.2 Type-I Linguistic Dynamic Systems	26	(7)
2.3 Type-II Linguistic Dynamic Systems	33	(8)
2.4 Linguistic Control Design for Goal States Specified in Words	41	(9)
2.5 Conclusions	50	(1)
Bibliography	51	(4)
3 Slicing: A Distributed Learning Approach
S.A. Eschrich and L.O. Hall	55	(44)
3.1 Introduction	56	(2)
3.2 Slicing	58	(2)
3.3 Variance Reduction in Slicing	60	(5)
3.4 Experiments	65	(22)
3.5 Analysis	87	(3)
3.6 Discussion	90	(2)
3.7 Conclusions	92	(2)
Bibliography	94	(5)
4 Marginal Learning Algorithms in Statistical Machine Learning
Q. Tao and J. Wang	99	(46)
4.1 Introduction	100	(2)
4.2 Classification Problems and Margin	102	(1)
4.3 Maximal Margin Algorithm in SVM	103	(4)
4.4 Unbalanced Classification Problems and Weighted Maximal Margin Algorithms	107	(14)
4.5 The η-Unsupervised Learning Problems and Margin	121	(6)
4.6 Some Marginal Algorithms for One-Class Problems	127	(4)
4.7 Some New Algorithms of Clustering Problems	131	(3)
4.8 New Marginal Algorithms for PCA	134	(5)
4.9 Conclusions	139	(1)
Bibliography	139	(6)
5 Constraint Handling in Genetic Algorithm for Optimization
G.G. Yen	145	(26)
5.1 Introduction	145	(3)
5.2 Literature Survey	148
5.3 Proposed Constraint Handling Scheme	53	(102)
5.4 Constrained Optimization – Algorithm Design	155	(4)
5.5 Selection Scheme Comparison Using TCG-2	159	(3)
5.6 Test Results	162	(4)
5.7 Conclusions	166	(1)
Bibliography	167	(4)
6 Hybrid PSO-EA Algorithm for Training Feedforward and Recurrent Neural Networks for Challenging Problems
X. Cai, G.K. Venayagamoorthy, and D.C. Wunsch II	171	(44)
6.1 Introduction	171	(2)
6.2 PSO, EA and the Hybrid Algorithm	173	(6)
6.3 Feedforward Neural Networks as Board Evaluator for the Game Capture Go	179	(16)
6.4 Recurrent Neural Networks for Time Series Prediction	195	(13)
6.5 Conclusions	208	(1)
Bibliography	209	(6)
7 Modular Wavelet-Fuzzy Networks
Y. Lin and F.-Y. Wang	215	(34)
7.1 Introduction	215	(2)
7.2 Wavelet Networks	217	(1)
7.3 Modular Structure of Wavelet-Fuzzy Networks	218	(12)
7.4 Learning Algorithm for Wavelet-Fuzzy Networks	230	(9)
7.5 Simulation Results	239	(6)
7.6 Conclusions	245	(1)
Bibliography	245	(4)
8 Ant Colony Algorithms: The State-of-the-Art
J. Zhang, J. Xu, and S. Zhang	249	(22)
8.1 Introduction	249	(1)
8.2 Principles of ACO	250	(1)
8.3 Ant Colony Optimization	251	(2)
8.4 Applications of ACO Algorithms	253	(8)
8.5 Theoretical Research	261	(1)
8.6 Conclusions	261	(1)
Bibliography	261	(10)
9 Motif Discoveries in DNA and Protein Sequences Using Self-Organizing Neural Networks
D. Liu and X. Xiong	271	(32)
9.1 Introduction	272	(4)
9.2 Subsequences and Encoding	276	(5)
9.3 Self-Organizing Neural Networks for Motif Identification	281	(9)
9.4 Simulation Results	290	(7)
9.5 Conclusions	297	(1)
Bibliography	298	(5)
10 Computational Complexities of Combinatorial Problems With Applications to Reverse Engineering of Biological Networks
P. Berman, B. DasGupta, and E. Sontag	303	(14)
10.1 Introduction	303	(1)
10.2 Motivations	304	(7)
10.3 Algorithms and Computational Complexities	311	(3)
10.4 Conclusions	314	(1)
Bibliography	314	(3)
11 Advances in Fingerprint Recognition Algorithms with Application
J. Tian, X. Chen, Y. Zhang, and X. Yang	317	(30)
11.1 Introduction	318	(2)
11.2 Advances in Fingerprint Recognition Algorithms	320	(12)
11.3 Application to Fingerprint Mobile Phone	332	(6)
11.4 Conclusions	338	(1)
Bibliography	339	(8)
12 Adaptation and Predictive Control Observed in Neuromuscular Control Systems
J. He	347	(34)
12.1 Introduction	347	(2)
12.2 Control of Postural Stability	349	(18)
12.3 Adaptive Control Strategy in Arm Reaching Movement	367	(9)
12.4 Conclusions	376	(1)
Bibliography	376	(5)
13 Robust Adaptive Approximation Based Backstepping via Localized Adaptive Bounding
Y. Zhao and J.A. Farrell	381	(32)
13.1 Introduction	381	(2)
13.2 Problem Formulation	383	(3)
13.3 Adaptive Backstepping-Based Design	386	(7)
13.4 Adaptive Bounding Methods	393	(10)
13.5 Supplementary Information	403	(2)
13.6 Numerical Example	405	(4)
13.7 Conclusions	409	(1)
Bibliography	410	(3)
14 Dynamically Connected Fuzzy Single Input Rule Modules and Application to Underactuated Systems
J. Yi, N. Yubazaki, and K. Hirota	413	(38)
14.1 Introduction	413	(2)
14.2 SIRMs Dynamically Connected Fuzzy Inference Model	415	(3)
14.3 Backing-Up Control of Truck-Trailer System	418	(8)
14.4 Stabilization Control of Ball-Beam System	426	(7)
14.5 Stabilization Control of Parallel-Type Double Inverted Pendulum System	433	(13)
14.6 Conclusions	446	(1)
Bibliography	447	(4)
Index	451