Computational Intelligence: A CompendiumComputational Intelligence: A Compendium presents a well structured overview about this rapidly growing field with contributions of leading experts in Computational Intelligence. The main focus of the compendium is on applied methods tired-and-proven effective to realworld problems, which is especially useful for practitioners, researchers, students and also newcomers to the field. The 25 chapters are grouped into the following themes: I. Overview and Background II. Data Preprocessing and Systems Integration III. Artificial Intelligence IV. Logic and Reasoning V. Ontology VI. Agents VII. Fuzzy Systems VIII. Artificial Neural Networks IX. Evolutionary Approaches X. DNA and Immune-based Computing. |
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... Neural Networks 68 1.3 Evolutionary Methods 69 1.4 Fuzzy Systems 71 1.5 Other .. 71 2 Key Survey / Review Articles 72 2.1 Artificial Neural Networks 72 2.2 Evolutionary Methods 2.3 Fuzzy Systems 2.4 Other .. 3 Organizations , Societies ...
... Neural Networks 519 2.1 Multilayer Perceptron Neural Networks 520 2.2 Radial Basis Network 522 2.3 Recurrent Neural Networks .. 522 2.4 Auto - Associative Neural Networks 524 2.5 Support Vector Machines .. 528 2.6 Self - Organizing Maps ...
... Neural Networks Data Mining in QoS - Aware Media Grids Xiuju Fu , Xiaorong Li , Lipo Wang , David Ong , and Stephen John Turner 689 1 Introduction .. 689 2 Related Work 691 2.1 Network Bandwidth Prediction . . 691 2.2 Brief Overviews on ...
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Contents
An Introduction | 3 |
567 | 21 |
8 | 31 |
9 | 39 |
Hybrid Methods | 42 |
References | 50 |
Resources | 66 |
3 | 73 |
AgentBased Economic Simulations with CI | 549 |
4 | 583 |
6 | 594 |
3 | 603 |
An Application of the Perception Mechanism | 627 |
Conclusions | 634 |
Discussion Groups Forums | 638 |
Evolutionary Multiobjective Design | 640 |
Open Source Software | 77 |
Key Books | 107 |
The Generative Topographic Mapping | 121 |
5 | 126 |
6 | 132 |
Harmonic Averages | 140 |
References | 147 |
Key International ConferencesWorkshops | 152 |
1 | 154 |
Negotiation Between Agents | 159 |
Selfishware and Internet Being | 173 |
2 | 179 |
Research Groups | 180 |
6 | 181 |
Applications of DNA Computing | 188 |
Evaluating Affective Embodied Agents | 206 |
Summary | 216 |
Preprocessing Visualization Systems Integration | 222 |
Resources 225 | 224 |
The Paraconsistent Annotated Logic Program EVALPSN | 233 |
7 | 256 |
EVALPSN Safety Verification for Control | 265 |
Beforeafter EVALPSN | 284 |
Conclusion and Future Work | 299 |
Resources | 305 |
A DOP Model for Music | 315 |
Towards a Unifying Approach | 323 |
Computing Thest | 329 |
Conclusion | 336 |
8 | 342 |
Resources | 343 |
GraphBased Representation and Reasoning | 350 |
3 | 358 |
6 | 367 |
9 | 372 |
References | 374 |
Related Work | 388 |
5 | 400 |
References | 403 |
Resources | 405 |
Key International ConferencesWorkshops | 406 |
Introduction | 408 |
Performance Comparisons | 428 |
Resources | 435 |
Grid Computing in Open Environments | 446 |
A PeertoPeer Solution to Grid Computing | 462 |
2 | 463 |
References | 477 |
Key SurveyReview Articles | 481 |
Decentralized MultiAgent Clustering in Scalefree | 485 |
Dynamic Cluster Formation Algorithm | 490 |
Experimental Results | 496 |
Conclusions | 502 |
Predictor K2 511 | 510 |
3 | 513 |
Artificial Neural Networks | 519 |
Evolutionary Computation | 536 |
Evolutionary Multiobjective Optimization EMO | 655 |
Two Approaches to Evolutionary Multiobjective Design | 661 |
Future Research Directions | 673 |
Resources | 681 |
Conferences | 682 |
Related Work | 691 |
Data Mining Strategy for Bandwidth Prediction | 697 |
Conclusions | 704 |
Resources | 713 |
Key International ConferencesWorkshops | 714 |
Theories | 726 |
Applications and Case Studies | 743 |
6 | 753 |
Resources | 761 |
Neural Computation | 769 |
LargeScale Projects | 783 |
References | 790 |
An Evolved Neural Net Module | 797 |
The Evolution of Neural Network Modules | 804 |
5 | 808 |
9 | 834 |
Resources | 841 |
4 | 860 |
6 | 869 |
Resources | 877 |
4 | 884 |
5 | 891 |
1 | 904 |
Results on Literature Benchmarks | 911 |
1 | 923 |
3 | 930 |
4 | 950 |
7 | 958 |
The Semantic | 964 |
5 | 966 |
2 | 972 |
7 | 981 |
Conclusions | 987 |
4 | 1022 |
Resources | 1025 |
The Particle Swarm Algorithm | 1029 |
4 | 1036 |
6 | 1042 |
78 | 1048 |
Concluding Remarks | 1059 |
DNA Computing | 1081 |
Resources | 1087 |
4 | 1096 |
ст | 1110 |
Resources | 1117 |
4 | 1119 |
1122 | |
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1135 | |
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1160 | |