| 000 | 02614nam a22004815i 4500 | ||
|---|---|---|---|
| 001 | 978-3-319-06941-8 | ||
| 003 | DE-He213 | ||
| 005 | 20200420221258.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 140515s2014 gw | s |||| 0|eng d | ||
| 020 |
_a9783319069418 _9978-3-319-06941-8 |
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| 024 | 7 |
_a10.1007/978-3-319-06941-8 _2doi |
|
| 050 | 4 | _aQ342 | |
| 072 | 7 |
_aUYQ _2bicssc |
|
| 072 | 7 |
_aCOM004000 _2bisacsh |
|
| 082 | 0 | 4 |
_a006.3 _223 |
| 100 | 1 |
_aStoean, Catalin. _eauthor. |
|
| 245 | 1 | 0 |
_aSupport Vector Machines and Evolutionary Algorithms for Classification _h[electronic resource] : _bSingle or Together? / _cby Catalin Stoean, Ruxandra Stoean. |
| 264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2014. |
|
| 300 |
_aXVI, 122 p. 31 illus. _bonline resource. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
||
| 338 |
_aonline resource _bcr _2rdacarrier |
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| 347 |
_atext file _bPDF _2rda |
||
| 490 | 1 |
_aIntelligent Systems Reference Library, _x1868-4394 ; _v69 |
|
| 505 | 0 | _aSupport Vector Machines -- Evolutionary Algorithms -- Support Vector Machines and Evolutionary Algorithms. | |
| 520 | _aWhen discussing classification, support vector machines are known to be a capable and efficient technique to learn and predict with high accuracy within a quick time frame. Yet, their black box means to do so make the practical users quite circumspect about relying on it, without much understanding of the how and why of its predictions. The question raised in this book is how can this 'masked hero' be made more comprehensible and friendly to the public: provide a surrogate model for its hidden optimization engine, replace the method completely or appoint a more friendly approach to tag along and offer the much desired explanations? Evolutionary algorithms can do all these and this book presents such possibilities of achieving high accuracy, comprehensibility, reasonable runtime as well as unconstrained performance. | ||
| 650 | 0 | _aEngineering. | |
| 650 | 0 | _aArtificial intelligence. | |
| 650 | 0 | _aComputational intelligence. | |
| 650 | 1 | 4 | _aEngineering. |
| 650 | 2 | 4 | _aComputational Intelligence. |
| 650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
| 700 | 1 |
_aStoean, Ruxandra. _eauthor. |
|
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783319069401 |
| 830 | 0 |
_aIntelligent Systems Reference Library, _x1868-4394 ; _v69 |
|
| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-319-06941-8 |
| 912 | _aZDB-2-ENG | ||
| 942 | _cEBK | ||
| 999 |
_c53020 _d53020 |
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