LEADER 02784nam 2200457 450 001 9910583039803321 005 20190413025720.0 010 $a0-12-416645-8 035 $a(MiAaPQ)EBC5106102 035 $a(PPN)226414892 035 $a(EXLCZ)994340000000208897 100 $a20171117h20182018 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $2rdacontent 182 $2rdamedia 183 $2rdacarrier 200 10$aHandbook of statistical analysis and data mining applications /$fauthors, Robert Nisbet, Gary Miner, Ken Yale ; guest authors of selected chapters, John Elder, Andy Peterson 205 $aSecond edition. 210 1$aLondon, England :$cAcademic Press,$d2018. 210 4$dİ2018 215 $a1 online resource (824 pages) $cillustrations (some color) 311 $a0-12-416632-6 320 $aIncludes bibliographical references at the end of each chapters and index. 327 $aHistory of phases of data analysis, basic theory, and the data mining process -- The algorithms and methods in data mining and predictive analytics and some domain areas -- Tutorials and case studies -- Models ensembles, model complexity; using the right model for the right use, significance, ethics, and the future and advanced processes. 330 $aHandbook of Statistical Analysis and Data Mining Applications, Second Edition, is a comprehensive professional reference book that guides business analysts, scientists, engineers and researchers, both academic and industrial, through all stages of data analysis, model building and implementation. The handbook helps users discern technical and business problems, understand the strengths and weaknesses of modern data mining algorithms and employ the right statistical methods for practical application. This book is an ideal reference for users who want to address massive and complex datasets with novel statistical approaches and be able to objectively evaluate analyses and solutions. It has clear, intuitive explanations of the principles and tools for solving problems using modern analytic techniques and discusses their application to real problems in ways accessible and beneficial to practitioners across several areas-from science and engineering, to medicine, academia and commerce. 606 $aData mining$xStatistical methods 615 0$aData mining$xStatistical methods. 676 $a006.312 700 $aNisbet$b Robert$0142531 702 $aMiner$b Gary 702 $aYale$b Ken 702 $aElder$b John 702 $aPeterson$b Andy 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910583039803321 996 $aHandbook of statistical analysis and data mining applications$92019415 997 $aUNINA