000 | 04518nam a22005775i 4500 | ||
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001 | 978-3-319-11424-8 | ||
003 | DE-He213 | ||
005 | 20200421111659.0 | ||
007 | cr nn 008mamaa | ||
008 | 141020s2014 gw | s |||| 0|eng d | ||
020 |
_a9783319114248 _9978-3-319-11424-8 |
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024 | 7 |
_a10.1007/978-3-319-11424-8 _2doi |
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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 |
_aMarwala, Tshilidzi. _eauthor. |
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245 | 1 | 0 |
_aArtificial Intelligence Techniques for Rational Decision Making _h[electronic resource] / _cby Tshilidzi Marwala. |
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2014. |
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300 |
_aXV, 168 p. 35 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 |
||
490 | 1 |
_aAdvanced Information and Knowledge Processing, _x1610-3947 |
|
505 | 0 | _aIntroduction to Rational Decision Making -- Casual Function for Rational Decision Making: Application to Militarized Interstate Disputes -- Correlation Function for Rational Decision Making: Application to Epileptic Activity -- Missing Data Approaches for Rational Decision Making: Application to Anecdotal Data -- Rational Counterfactuals and Decision Making: Application to Interstate Conflict -- Flexibility-Bounded Rationality in Interstate Conflict -- Filtering Irrelevant Information for Rational Decision Making -- Group Decision Making -- Conclusion -- Appendix A: Fourier Transform, Wavelet Transform, Modal Properties and Pseudo-Modal Energies -- Appendix B: Committee of Networks. | |
520 | _aDevelops insights into solving complex problems in engineering, biomedical sciences, social science and economics based on artificial intelligence. Some of the problems studied are in interstate conflict, credit scoring, breast cancer diagnosis, condition monitoring, wine testing, image processing and optical character recognition. The author discusses and applies the concept of flexibly-bounded rationality which prescribes that the bounds in Nobel Laureate Herbert Simon's bounded rationality theory are flexible due to advanced signal processing techniques, Moore's Law and artificial intelligence. Artificial Intelligence Techniques for Rational Decision Making examines and defines the concepts of causal and correlation machines and applies the transmission theory of causality as a defining factor that distinguishes causality from correlation. It develops the theory of rational counterfactuals which are defined as counterfactuals that are intended to maximize the attainment of a particular goal within the context of a bounded rational decision making process. Furthermore, it studies four methods for dealing with irrelevant information in decision making: Theory of the marginalization of irrelevant information Principal component analysis Independent component analysis Automatic relevance determination method In addition it studies the concept of group decision making and various ways of effecting group decision making within the context of artificial intelligence. Rich in methods of artificial intelligence including rough sets, neural networks, support vector machines, genetic algorithms, particle swarm optimization, simulated annealing, incremental learning and fuzzy networks, this book will be welcomed by researchers and students working in these areas. | ||
650 | 0 | _aComputer science. | |
650 | 0 | _aOperations research. | |
650 | 0 | _aDecision making. | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aComputer graphics. | |
650 | 0 | _aStatistics. | |
650 | 0 | _aComputational intelligence. | |
650 | 1 | 4 | _aComputer Science. |
650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
650 | 2 | 4 | _aComputational Intelligence. |
650 | 2 | 4 | _aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. |
650 | 2 | 4 | _aOperation Research/Decision Theory. |
650 | 2 | 4 | _aComputer Imaging, Vision, Pattern Recognition and Graphics. |
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783319114231 |
830 | 0 |
_aAdvanced Information and Knowledge Processing, _x1610-3947 |
|
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-319-11424-8 |
912 | _aZDB-2-SCS | ||
942 | _cEBK | ||
999 |
_c54882 _d54882 |