| 000 | 02677nam a22004935i 4500 | ||
|---|---|---|---|
| 001 | 978-3-642-29029-9 | ||
| 003 | DE-He213 | ||
| 005 | 20140220082846.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 120724s2013 gw | s |||| 0|eng d | ||
| 020 |
_a9783642290299 _9978-3-642-29029-9 |
||
| 024 | 7 |
_a10.1007/978-3-642-29029-9 _2doi |
|
| 050 | 4 | _aQ342 | |
| 072 | 7 |
_aUYQ _2bicssc |
|
| 072 | 7 |
_aCOM004000 _2bisacsh |
|
| 082 | 0 | 4 |
_a006.3 _223 |
| 100 | 1 |
_aMarques de Sá, Joaquim P. _eauthor. |
|
| 245 | 1 | 0 |
_aMinimum Error Entropy Classification _h[electronic resource] / _cby Joaquim P. Marques de Sá, Luís M.A. Silva, Jorge M.F. Santos, Luís A. Alexandre. |
| 264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg : _bImprint: Springer, _c2013. |
|
| 300 |
_aXVIII, 262 p. 110 illus. _bonline resource. |
||
| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
||
| 338 |
_aonline resource _bcr _2rdacarrier |
||
| 347 |
_atext file _bPDF _2rda |
||
| 490 | 1 |
_aStudies in Computational Intelligence, _x1860-949X ; _v420 |
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| 505 | 0 | _aIntroduction -- Continuous Risk Functionals -- MEE with Continuous Errors -- MEE with Discrete Errors -- EE-Inspired Risks -- Applications. | |
| 520 | _aThis book explains the minimum error entropy (MEE) concept applied to data classification machines. Theoretical results on the inner workings of the MEE concept, in its application to solving a variety of classification problems, are presented in the wider realm of risk functionals. Researchers and practitioners also find in the book a detailed presentation of practical data classifiers using MEE. These include multi‐layer perceptrons, recurrent neural networks, complexvalued neural networks, modular neural networks, and decision trees. A clustering algorithm using a MEE‐like concept is also presented. Examples, tests, evaluation experiments and comparison with similar machines using classic approaches, complement the descriptions. | ||
| 650 | 0 | _aEngineering. | |
| 650 | 0 | _aArtificial intelligence. | |
| 650 | 1 | 4 | _aEngineering. |
| 650 | 2 | 4 | _aComputational Intelligence. |
| 650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
| 650 | 2 | 4 | _aStatistical Physics, Dynamical Systems and Complexity. |
| 700 | 1 |
_aSilva, Luís M.A. _eauthor. |
|
| 700 | 1 |
_aSantos, Jorge M.F. _eauthor. |
|
| 700 | 1 |
_aAlexandre, Luís A. _eauthor. |
|
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783642290282 |
| 830 | 0 |
_aStudies in Computational Intelligence, _x1860-949X ; _v420 |
|
| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-642-29029-9 |
| 912 | _aZDB-2-ENG | ||
| 999 |
_c96890 _d96890 |
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