| 000 | 04575nam a22005655i 4500 | ||
|---|---|---|---|
| 001 | 978-1-4471-7296-3 | ||
| 003 | DE-He213 | ||
| 005 | 20200421112048.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 160916s2016 xxk| s |||| 0|eng d | ||
| 020 |
_a9781447172963 _9978-1-4471-7296-3 |
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| 024 | 7 |
_a10.1007/978-1-4471-7296-3 _2doi |
|
| 050 | 4 | _aQ334-342 | |
| 050 | 4 | _aTJ210.2-211.495 | |
| 072 | 7 |
_aUYQ _2bicssc |
|
| 072 | 7 |
_aTJFM1 _2bicssc |
|
| 072 | 7 |
_aCOM004000 _2bisacsh |
|
| 082 | 0 | 4 |
_a006.3 _223 |
| 100 | 1 |
_aKruse, Rudolf. _eauthor. |
|
| 245 | 1 | 0 |
_aComputational Intelligence _h[electronic resource] : _bA Methodological Introduction / _cby Rudolf Kruse, Christian Borgelt, Christian Braune, Sanaz Mostaghim, Matthias Steinbrecher. |
| 250 | _a2nd ed. 2016. | ||
| 264 | 1 |
_aLondon : _bSpringer London : _bImprint: Springer, _c2016. |
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| 300 |
_aXIII, 564 p. 255 illus. _bonline resource. |
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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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| 347 |
_atext file _bPDF _2rda |
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| 490 | 1 |
_aTexts in Computer Science, _x1868-0941 |
|
| 505 | 0 | _aIntroduction -- Part I: Neural Networks -- Introduction -- Threshold Logic Units -- General Neural Networks -- Multi-Layer Perceptrons -- Radial Basis Function Networks -- Self-Organizing Maps -- Hopfield Networks -- Recurrent Networks -- Mathematical Remarks for Neural Networks -- Part II: Evolutionary Algorithms -- Introduction to Evolutionary Algorithms -- Elements of Evolutionary Algorithms -- Fundamental Evolutionary Algorithms -- Computational Swarm Intelligence -- Part III: Fuzzy Systems -- Fuzzy Sets and Fuzzy Logic -- The Extension Principle -- Fuzzy Relations -- Similarity Relations -- Fuzzy Control -- Fuzzy Data Analysis -- Part IV: Bayes and Markov Networks -- Introduction to Bayes Networks -- Elements of Probability and Graph Theory -- Decompositions -- Evidence Propagation -- Learning Graphical Models -- Belief Revision -- Decision Graphs. | |
| 520 | _aThis authoritative textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. This enhanced second edition to the definitive textbook on Computational Intelligence has been fully revised and expanded with new content on swarm intelligence, deep learning, fuzzy data analysis, and discrete decision graphs. Topics and features: Provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software tools Contains numerous classroom-tested examples and definitions throughout the text Presents useful insights into all that is necessary for the successful application of computational intelligence methods Explains the theoretical background underpinning proposed solutions to common problems Discusses in great detail the classical areas of artificial neural networks, fuzzy systems and evolutionary algorithms Reviews the latest developments in the field, covering such topics as ant colony optimization and probabilistic graphical models This accessible text is an essential reference for students of artificial intelligence and intelligent systems, and a valuable resource for all researchers and practitioners seeking a self-study primer on computational intelligence. Rudolf Kruse and Sanaz Mostaghim are professors at the Department of Computer Science of the Otto von Guericke University of Magdeburg, Germany. Christian Borgelt is a principal researcher, and Christian Braune is a research assistant at the same institution. Matthias Steinbrecher is with SAP SE, Potsdam, Germany. | ||
| 650 | 0 | _aComputer science. | |
| 650 | 0 | _aArtificial intelligence. | |
| 650 | 0 | _aApplied mathematics. | |
| 650 | 0 | _aEngineering mathematics. | |
| 650 | 1 | 4 | _aComputer Science. |
| 650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
| 650 | 2 | 4 | _aAppl.Mathematics/Computational Methods of Engineering. |
| 700 | 1 |
_aBorgelt, Christian. _eauthor. |
|
| 700 | 1 |
_aBraune, Christian. _eauthor. |
|
| 700 | 1 |
_aMostaghim, Sanaz. _eauthor. |
|
| 700 | 1 |
_aSteinbrecher, Matthias. _eauthor. |
|
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9781447172949 |
| 830 | 0 |
_aTexts in Computer Science, _x1868-0941 |
|
| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-1-4471-7296-3 |
| 912 | _aZDB-2-SCS | ||
| 942 | _cEBK | ||
| 999 |
_c57025 _d57025 |
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