| 000 | 02774nam a22005175i 4500 | ||
|---|---|---|---|
| 001 | 978-3-642-54786-7 | ||
| 003 | DE-He213 | ||
| 005 | 20200420220215.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 140714s2015 gw | s |||| 0|eng d | ||
| 020 |
_a9783642547867 _9978-3-642-54786-7 |
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| 024 | 7 |
_a10.1007/978-3-642-54786-7 _2doi |
|
| 050 | 4 | _aQ342 | |
| 072 | 7 |
_aUYQ _2bicssc |
|
| 072 | 7 |
_aCOM004000 _2bisacsh |
|
| 082 | 0 | 4 |
_a006.3 _223 |
| 100 | 1 |
_aGranichin, Oleg. _eauthor. |
|
| 245 | 1 | 0 |
_aRandomized Algorithms in Automatic Control and Data Mining _h[electronic resource] / _cby Oleg Granichin, Zeev (Vladimir) Volkovich, Dvora Toledano-Kitai. |
| 264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg : _bImprint: Springer, _c2015. |
|
| 300 |
_aXXIV, 251 p. 99 illus., 19 illus. in color. _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 |
_aIntelligent Systems Reference Library, _x1868-4394 ; _v67 |
|
| 505 | 0 | _aRandomized algorithms -- Randomization in estimation, identification and filtering problems under arbitrary external noises -- Data mining. | |
| 520 | _aIn the fields of data mining and control, the huge amount of unstructured data and the presence of uncertainty in system descriptions have always been critical issues. The book Randomized Algorithms in Automatic Control and Data Mining introduces the readers to the fundamentals of randomized algorithm applications in data mining (especially clustering) and in automatic control synthesis. The methods proposed in this book guarantee that the computational complexity of classical algorithms and the conservativeness of standard robust control techniques will be reduced. It is shown that when a problem requires "brute force" in selecting among options, algorithms based on random selection of alternatives offer good results with certain probability for a restricted time and significantly reduce the volume of operations. | ||
| 650 | 0 | _aEngineering. | |
| 650 | 0 | _aData mining. | |
| 650 | 0 | _aComputational intelligence. | |
| 650 | 0 | _aControl engineering. | |
| 650 | 1 | 4 | _aEngineering. |
| 650 | 2 | 4 | _aComputational Intelligence. |
| 650 | 2 | 4 | _aControl. |
| 650 | 2 | 4 | _aData Mining and Knowledge Discovery. |
| 700 | 1 |
_aVolkovich, Zeev (Vladimir). _eauthor. |
|
| 700 | 1 |
_aToledano-Kitai, Dvora. _eauthor. |
|
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783642547850 |
| 830 | 0 |
_aIntelligent Systems Reference Library, _x1868-4394 ; _v67 |
|
| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-642-54786-7 |
| 912 | _aZDB-2-ENG | ||
| 942 | _cEBK | ||
| 999 |
_c51519 _d51519 |
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