LEADER 02945nam 2200685 450 001 996215456703316 005 20230125183541.0 010 $a1-281-00188-0 010 $a9786611001889 010 $a0-470-14052-6 010 $a0-470-14051-8 024 7 $a10.1002/9780470140529 035 $a(CKB)1000000000376973 035 $a(EBL)313393 035 $a(SSID)ssj0000190532 035 $a(PQKBManifestationID)11189217 035 $a(PQKBTitleCode)TC0000190532 035 $a(PQKBWorkID)10179772 035 $a(PQKB)10250076 035 $a(MiAaPQ)EBC313393 035 $a(CaBNVSL)mat05201503 035 $a(IDAMS)0b0000648104a999 035 $a(IEEE)5201503 035 $a(OCoLC)181345815 035 $a(PPN)273206834 035 $a(EXLCZ)991000000000376973 100 $a20101007h20152007 uy 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aLearning from data $econcepts, theory, and methods /$fVladimir Cherkassky, Filip Mulier 205 $a2nd ed. 210 1$aHoboken, New Jersey :$cIEEE Press :$dc2007. 215 $a1 online resource (558 p.) 300 $aDescription based upon print version of record. 311 $a0-471-68182-2 320 $aIncludes bibliographical references (p. 519-531) and index. 327 $aProblem statement, classical approaches, and adaptive learning -- Regularization framework -- Statistical learning theory -- Nonlinear optimization strategies -- Methods for data reduction and dimensionality reduction -- Methods for regression -- Classification -- Support vector machines -- Noninductive inference and alternative learning formulations. 330 $aAn interdisciplinary framework for learning methodologies--covering statistics, neural networks, and fuzzy logic, this book provides a unified treatment of the principles and methods for learning dependencies from data. It establishes a general conceptual framework in which various learning methods from statistics, neural networks, and fuzzy logic can be applied--showing that a few fundamental principles underlie most new methods being proposed today in statistics, engineering, and computer science. Complete with over one hundred illustrations, case studies, and examples making this an invaluable text. 606 $aAdaptive signal processing 606 $aMachine learning 606 $aNeural networks (Computer science) 606 $aFuzzy systems 615 0$aAdaptive signal processing. 615 0$aMachine learning. 615 0$aNeural networks (Computer science) 615 0$aFuzzy systems. 676 $a006.31 676 $a006.32 700 $aCherkassky$b Vladimir S$0104932 701 $aMulier$b Filip$0145715 801 0$bCaBNVSL 801 1$bCaBNVSL 801 2$bCaBNVSL 906 $aBOOK 912 $a996215456703316 996 $aLearning from data$9835380 997 $aUNISA