LEADER 05936nam 22007815 450 001 9910349330403321 005 20200705054746.0 010 $a3-030-25147-0 024 7 $a10.1007/978-3-030-25147-5 035 $a(CKB)4100000009522828 035 $a(DE-He213)978-3-030-25147-5 035 $a(MiAaPQ)EBC5940496 035 $a(PPN)258059184 035 $a(EXLCZ)994100000009522828 100 $a20190918d2019 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aApplications in Statistical Computing $eFrom Music Data Analysis to Industrial Quality Improvement /$fedited by Nadja Bauer, Katja Ickstadt, Karsten Lübke, Gero Szepannek, Heike Trautmann, Maurizio Vichi 205 $a1st ed. 2019. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019. 215 $a1 online resource (XI, 340 p. 83 illus., 48 illus. in color.) 225 1 $aStudies in Classification, Data Analysis, and Knowledge Organization,$x1431-8814 311 $a3-030-25146-2 320 $aIncludes bibliographical references. 327 $aPart I Methodological Developments in Data Science.-Aviation Data Analysis by Linear Programming in Airline Network Revenue Management -- Bayesian Reduced Rank Regression for Classification -- Modelling and classification of GC/IMS breath gas measurements for lozenges of different flavours -- The Cosine Depth Distribution Classifier for Directional Data -- A Nonconformity Ratio Based Desirability Function for Capability Assessment -- Part II Computational Statistics -- Heteroscedastic Discriminant Analysis using R -- Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package flacco -- Part III Perspectives on Statistics and Data Science -- A Note on Artificial Intelligence and Statistics -- Statistical Computing and Data Science in Introductory Statistics -- Approaching Ethical Guidelines for Data Scientists -- Part IV Statistics in Econometric Applications -- Dating Lower Turning Points of Business Cycles ? a Multivariate Linear Discriminant Analysis for Germany 1984 to 2009 -- Partial Orderings of Default Predictions -- Improving GMM efficiency in dynamic models for panel data with mean stationarity -- Part V Statistics in Industrial Applications -- Economically designed Bayesian np control charts using dual sample sizes for long-run processes -- Statistical analysis of the lifetime of diamond impregnated tools for core drilling of concrete -- Detection of anomalous sequences in crack data of a bridge monitoring -- Optimal Semi-Split-Plot Designs with R -- Continuous process monitoring through ensemble based anomaly detection -- Part VI Statistics in Music Applications -- Evaluation of Audio Feature Groups for the Prediction of Arousal and Valence in Music -- The Psychological Foundations of Classification. 330 $aThis volume presents a selection of research papers on various topics at the interface of statistics and computer science. Emphasis is put on the practical applications of statistical methods in various disciplines, using machine learning and other computational methods. The book covers fields of research including the design of experiments, computational statistics, music data analysis, statistical process control, biometrics, industrial engineering, and econometrics. Gathering innovative, high-quality and scientifically relevant contributions, the volume was published in honor of Claus Weihs, Professor of Computational Statistics at TU Dortmund University, on the occasion of his 66th birthday. 410 0$aStudies in Classification, Data Analysis, and Knowledge Organization,$x1431-8814 606 $aStatistics  606 $aData mining 606 $aMathematical statistics 606 $aMathematics 606 $aOperations research 606 $aDecision making 606 $aStatistics and Computing/Statistics Programs$3https://scigraph.springernature.com/ontologies/product-market-codes/S12008 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aApplied Statistics$3https://scigraph.springernature.com/ontologies/product-market-codes/S17000 606 $aProbability and Statistics in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17036 606 $aMathematics in Music$3https://scigraph.springernature.com/ontologies/product-market-codes/M33000 606 $aOperations Research/Decision Theory$3https://scigraph.springernature.com/ontologies/product-market-codes/521000 615 0$aStatistics . 615 0$aData mining. 615 0$aMathematical statistics. 615 0$aMathematics. 615 0$aOperations research. 615 0$aDecision making. 615 14$aStatistics and Computing/Statistics Programs. 615 24$aData Mining and Knowledge Discovery. 615 24$aApplied Statistics. 615 24$aProbability and Statistics in Computer Science. 615 24$aMathematics in Music. 615 24$aOperations Research/Decision Theory. 676 $a519.5 702 $aBauer$b Nadja$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aIckstadt$b Katja$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLübke$b Karsten$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSzepannek$b Gero$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aTrautmann$b Heike$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aVichi$b Maurizio$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910349330403321 996 $aApplications in Statistical Computing$91668158 997 $aUNINA