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_a10.1002/9781119214403 _2doi |
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_a006.33 _223 |
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_aKeller, James M., _eauthor. |
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| 245 | 1 | 0 |
_aFundamentals of computational intelligence : _bneural networks, fuzzy systems, and evolutionary computation / _cJames M. Keller, Derong Liu, David B. Fogel. |
| 264 | 1 |
_aHoboken, New Jersey : _bIEEE Press/Wiley, _c2016. |
|
| 300 |
_a1 online resource (xi, 364 pages) : _billustrations. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
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| 338 |
_aonline resource _bcr _2rdacarrier |
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| 490 | 1 | _aIEEE Press series on computational intelligence | |
| 504 | _aIncludes bibliographical references and index. | ||
| 505 | 0 | 0 |
_g1 _tIntroduction to Computational Intelligence -- _gPart I _tNeural Networks -- _g2 _tIntroduction and Single-Layer Neural Networks -- _g3 _tMultilayer Neural Networks and Backpropagation -- _g4 _tRadial-Basis Function Networks -- _g5 _tRecurrent Neural Networks -- _gPart II _tFuzzy Set Theory and Fuzzy Logic -- _g6 _tBasic Fuzzy Set Theory -- _g7 _tFuzzy Relations and Fuzzy Logic Inference -- _g8 _tFuzzy Clustering and Classification -- _g9 _tFuzzy Measures and Fuzzy Integrals -- _gPart III _tEvolutionary Computation -- _g10 _tEvolutionary Computation -- _g11 _tEvolutionary Optimization -- _g12 _tEvolutionary Learning and Problem Solving -- _g13 _tCollective Intelligence and Other Extensions of Evolutionary Computation. |
| 520 | _aProvides an in-depth and even treatment of the three pillars of computational intelligence and how they relate to one another This book covers the three fundamental topics that form the basis of computational intelligence: neural networks, fuzzy systems, and evolutionary computation. The text focuses on inspiration, design, theory, and practical aspects of implementing procedures to solve real-world problems. While other books in the three fields that comprise computational intelligence are written by specialists in one discipline, this book is co-written by current former Editor-in-Chief of IEEE Transactions on Neural Networks and Learning Systems, a former Editor-in-Chief of IEEE Transactions on Fuzzy Systems, and the founding Editor-in-Chief of IEEE Transactions on Evolutionary Computation. The coverage across the three topics is both uniform and consistent in style and notation. -Discusses single-layer and multilayer neural networks, radial-basis function networks, and recurrent neural networks -Covers fuzzy set theory, fuzzy relations, fuzzy logic interference, fuzzy clustering and classification, fuzzy measures and fuzzy integrals -Examines evolutionary optimization, evolutionary learning and problem solving, and collective intelligence -Includes end-of-chapter practice problems that will help readers apply methods and techniques to real-world problems Fundamentals of Computational intelligence is written for advanced undergraduates, graduate students, and practitioners in electrical and computer engineering, computer science, and other engineering disciplines. | ||
| 588 | 0 | _aOnline resource; title from PDF title page (EBSCO, viewed August 12, 2016). | |
| 650 | 0 |
_aExpert systems (Computer science) _959685 |
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| 650 | 7 |
_aCOMPUTERS _xGeneral. _2bisacsh |
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| 650 | 7 |
_aExpert systems (Computer science) _2fast _0(OCoLC)fst00918516 _959685 |
|
| 655 | 4 | _aElectronic books. | |
| 700 | 1 |
_aLiu, Derong, _eauthor. |
|
| 700 | 1 |
_aFogel, David B., _eauthor. |
|
| 773 | 0 | _tWiley e-books | |
| 776 | 0 | 8 |
_iPrint version: _aKeller, James M., _tFundamentals of computational intelligence _z9781119214342 _w(OCoLC)933721973 |
| 830 | 0 | _aIEEE series on computational intelligence. | |
| 856 | 4 | 0 |
_uhttps://eresourcesptsl.ukm.remotexs.co/user/login?url=https://doi.org/10.1002/9781119214403 _zWiley Online Library |
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