000 04560nam a22005775i 4500
001 978-1-4419-1280-0
003 DE-He213
005 20140220084505.0
007 cr nn 008mamaa
008 100301s2010 xxu| s |||| 0|eng d
020 _a9781441912800
_9978-1-4419-1280-0
024 7 _a10.1007/978-1-4419-1280-0
_2doi
050 4 _aHD30.23
072 7 _aKJT
_2bicssc
072 7 _aKJMD
_2bicssc
072 7 _aBUS049000
_2bisacsh
082 0 4 _a658.40301
_223
100 1 _aStahlbock, Robert.
_eeditor.
245 1 0 _aData Mining
_h[electronic resource] :
_bSpecial Issue in Annals of Information Systems /
_cedited by Robert Stahlbock, Sven F. Crone, Stefan Lessmann.
250 _a1.
264 1 _aBoston, MA :
_bSpringer US,
_c2010.
300 _aXIII, 387p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aAnnals of Information Systems,
_x1934-3221 ;
_v8
505 0 _aData Mining and Information Systems: Quo Vadis? -- Confirmatory data analysis -- Response-Based Segmentation Using Finite Mixture Partial Least Squares -- Knowledge discovery from supervised learning -- Building Acceptable Classification Models -- Mining Interesting Rules Without Support Requirement: A General Universal Existential Upward Closure Property -- Classification Techniques and Error Control in Logic Mining -- Classification analysis -- An Extended Study of the Discriminant Random Forest -- Prediction with the SVM Using Test Point Margins -- Effects of Oversampling Versus Cost-Sensitive Learning for Bayesian and SVM Classifiers -- The Impact of Small Disjuncts on Classifier Learning -- Hybrid data mining procedures -- Predicting Customer Loyalty Labels in a Large Retail Database: A Case Study in Chile -- PCA-based Time Series Similarity Search -- Evolutionary Optimization of Least-Squares Support Vector Machines -- Genetically Evolved kNN Ensembles -- Web-mining -- Behaviorally Founded Recommendation Algorithm for Browsing Assistance Systems -- Using Web Text Mining to Predict Future Events: A Test of the Wisdom of Crowds Hypothesis -- Privacy-preserving data mining -- Avoiding Attribute Disclosure with the (Extended) p-Sensitive k-Anonymity Model -- Privacy-Preserving Random Kernel Classification of Checkerboard Partitioned Data.
520 _aOver the course of the last twenty years, research in data mining has seen a substantial increase in interest, attracting original contributions from various disciplines including computer science, statistics, operations research, and information systems. Data mining supports a wide range of applications, from medical decision making, bioinformatics, web-usage mining, and text and image recognition to prominent business applications in corporate planning, direct marketing, and credit scoring. Research in information systems equally reflects this inter- and multidisciplinary approach, thereby advocating a series of papers at the intersection of data mining and information systems research. This special issue of Annals of Information Systems contains original papers and substantial extensions of selected papers from the 2007 and 2008 International Conference on Data Mining (DMIN’07 and DMIN’08, Las Vegas, NV) that have been rigorously peer-reviewed. The issue brings together topics on both information systems and data mining, and aims to give the reader a current snapshot of the contemporary research and state of the art practice in data mining.
650 0 _aEconomics.
650 0 _aInformation systems.
650 0 _aBioinformatics.
650 0 _aEconomics
_xStatistics.
650 0 _aEngineering economy.
650 1 4 _aEconomics/Management Science.
650 2 4 _aOperations Research/Decision Theory.
650 2 4 _aBusiness/Management Science, general.
650 2 4 _aInformation Systems Applications (incl.Internet).
650 2 4 _aEngineering Economics, Organization, Logistics, Marketing.
650 2 4 _aStatistics for Business/Economics/Mathematical Finance/Insurance.
650 2 4 _aBioinformatics.
700 1 _aCrone, Sven F.
_eeditor.
700 1 _aLessmann, Stefan.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9781441912794
830 0 _aAnnals of Information Systems,
_x1934-3221 ;
_v8
856 4 0 _uhttp://dx.doi.org/10.1007/978-1-4419-1280-0
912 _aZDB-2-SBE
999 _c110363
_d110363