Record ID | marc_columbia/Columbia-extract-20221130-010.mrc:363971398:2412 |
Source | marc_columbia |
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LEADER: 02412cam a22004094a 4500
001 4888845
005 20221109193646.0
008 040423t20042004nyua b 001 0 eng
010 $a 2004048202
016 7 $a970354533$2GyFmDB
019 $a56701496
020 $a038721240X (hardback : alk. paper)
035 $a(OCoLC)ocm55149396
035 $a(NNC)4888845
035 $a4888845
040 $aDLC$cDLC$dC#P$dOHX$dOrLoB-B
042 $apcc
050 00 $aQA402.5$b.R815 2004
072 7 $aQA$2lcco
082 00 $a519.6/4$222
100 1 $aRubinstein, Reuven Y.$0http://id.loc.gov/authorities/names/n81013061
245 14 $aThe cross-entropy method :$ba unified approach to combinatorial optimization, Monte-Carlo simulation, and machine learning /$cReuven Y. Rubenstein, Dirk P. Kroese.
260 $aNew York :$bSpringer,$c[2004], ©2004.
300 $axx, 300 pages :$billustrations ;$c24 cm.
336 $atext$btxt$2rdacontent
337 $aunmediated$bn$2rdamedia
490 1 $aInformation science and statistics
504 $aIncludes bibliographical references (p. 287-295) and index.
505 00 $g1.$tPreliminaries -- $g2.$tA tutorial introduction to the cross-entropy method -- $g3.$tEfficient simulation via cross-entropy -- $g4.$tCombinatorial optimization via cross-entropy -- $g5.$tContinuous optimization and modifications -- $g6.$tNoisy optimization with CE -- $g7.$tApplications of CE to COPs -- $g8.$tApplications of CE to machine learning.
520 1 $a"The book is aimed at a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyone, theorist or practitioner, who is interested in fast simulation, including rare-event probability estimation, efficient combinatorial and continuous multi-extremal optimization, and machine learning algorithms."--BOOK JACKET.
650 0 $aCross-entropy method.$0http://id.loc.gov/authorities/subjects/sh2004000600
650 0 $aCombinatorial optimization.$0http://id.loc.gov/authorities/subjects/sh85028809
650 0 $aMonte Carlo method.$0http://id.loc.gov/authorities/subjects/sh85087032
650 0 $aMachine learning.$0http://id.loc.gov/authorities/subjects/sh85079324
700 1 $aKroese, Dirk P.$0http://id.loc.gov/authorities/names/n2004007136
830 0 $aInformation science and statistics.$0http://id.loc.gov/authorities/names/n2004007137
852 00 $boff,eng$hQA402.5$i.R815 2004