LEADER 08087nam 22008415 450 001 9910299767703321 005 20251230063948.0 010 $a3-662-44983-8 024 7 $a10.1007/978-3-662-44983-7 035 $a(CKB)3710000000412227 035 $a(EBL)2096712 035 $a(SSID)ssj0001501419 035 $a(PQKBManifestationID)11901914 035 $a(PQKBTitleCode)TC0001501419 035 $a(PQKBWorkID)11524823 035 $a(PQKB)11088803 035 $a(DE-He213)978-3-662-44983-7 035 $a(MiAaPQ)EBC2096712 035 $a(PPN)186030193 035 $a(EXLCZ)993710000000412227 100 $a20150506d2015 u| 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aData Science, Learning by Latent Structures, and Knowledge Discovery /$fedited by Berthold Lausen, Sabine Krolak-Schwerdt, Matthias Böhmer 205 $a1st ed. 2015. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2015. 215 $a1 online resource (552 p.) 225 1 $aStudies in Classification, Data Analysis, and Knowledge Organization,$x2198-3321 300 $aDescription based upon print version of record. 311 08$a3-662-44982-X 320 $aIncludes bibliographical references at the end of each chapters and index. 327 $aPart I Invited Papers: Modernising Official Statistics - A Complex Challenge -- A New Supervised Classification of Credit Approval Data via the Hybridized RBF Neural Network Model Using Information Complexity -- Finding the Number of Disparate Clusters with Background Contamination -- Clustering of Solar Irradiance -- Part II Data Science and Clustering: Factor Analysis of Local Formalism -- Recent progress in Complex Network Analysis ? Models -- Recent Progress in Complex Network Analysis ? Results -- Similarity Measures of Concept Lattices -- Flow-Based Dissimilarities: Shortest Path, Commute Time, Max-Flow and Free Energy -- Resampling Techniques in Cluster Analysis ? Is Subsampling Better Than Bootstrapping? -- On-Line Clustering of Functional Boxplots for Monitoring Multiple Streaming Time Series -- Smooth Tests of Fit for Gaussian Mixtures -- Part III Machine Learning and Knowledge Discovery: P2P RVM for Distributed Classification -- Selecting a Multi-Label Classification Method for an Interactive System -- Visual Analysis of Topics in Twitter Based on Co-Evolution of Terms -- Incremental Weighted Naive Bayes Classifiers for Data Stream -- SVM Ensembles are Better When Different Kernel Types are Combined -- Part IV Data Analysis in Marketing: Ratings-Based Versus Choice-Based Conjoint Analysis for Predicting Choices -- A Statistical Software Package for Image Data Analysis in Marketing -- The Bass Model as Integrative Diffusion Model - A Comparison of Parameter Influences -- Preference Measurement in Complex Product Development ? A Comparison of Two-Staged SEM Approaches -- Combination of Distances and Image Features for Clustering Image Data Bases -- A Game Theoretic Product Design Approach Considering Stochastic Partworth Functions -- Key Success-Determinants of Crowdfunded Projects ? An Exploratory Analysis -- Preferences Interdependence among Family Members ? Case III/APIM Approach -- Part V Data Analysis in Biostatistics and Bioinformatics: Evaluation for Cell Line Suitability for Disease Specific Perturbation Experiments -- Effect of Hundreds Sequenced Genomes on the Classification of Human Papilloma Viruses -- Donor Limited Hot Deck Imputation ? A Constrained Optimization Problem -- Classification and Data Set Analysis Using Ensembles of Representative Prototype Sets -- Event Prediction in Pharyngeal High-Resolution Manometry -- Edge Selection in a Noisy Graph by Concept Analysis ? Application to a Genomic Network -- Part VI Data Analysis in Education and Psychology: Linear Modelling of Differences in Teacher Judgment Formation of School Tracking Recommendations -- Psychometric Challenges in Modeling Scientific Problem-Solving Competency ? An Item Response Theory Approach -- The Luxembourg Teacher Databank 1845-1939. Academic Research into the Social History of the Luxembourg Primary School Teaching Staff -- Part VII Data Analysis in Musicology: Correspondence Analysis, Cross-Autocorrelation and Clustering inPolyphonic Music -- Impact of Frame Size and Instrumentation on Chroma-Based Automatic Chord Recognition -- Interpretable Music Categorisation Based on Fuzzy Rules and High-Level Audio Features -- Part VIII Data Analysis in Communication and Technology: What is in a Like? Preference Aggregation on the Social Web -- Predicting Micro-Level Behavior in Online Communities for Risk Management -- Human Performance Profiling While Driving a Sidestick-Controlled Car -- Multivariate Landing Page Optimization Using Hierarchical Bayes CBC Analysis -- Hellinger Distance Based Feature Construction with Applications to the FACT Experiment -- Part IX Data Analysis in Administration and Spatial Planning: Hough Transform and Kirchhoff Migration for Supervised GPR Data Analysis -- Application of Hedonic Methods in Modelling Real Estate Prices in Poland -- Smart Growth Path as the Basis for the European Union Countries Typology -- The Influence of Upper Level NUTS on Lower Level Classification of EU Regions -- Part X Data Analysis in Library Science: Multilingual Subject Retrieval ? Bibliotheca Alexandrina?s Subject Authority File and Linked Subject Data -- The VuFind Based "MT-Katalog" ? A Customized Music Library Service at the University of Music and Drama Leipzig. 330 $aThis volume comprises papers dedicated to data science and the extraction of knowledge from many types of data: structural, quantitative, or statistical approaches for the analysis of data; advances in classification, clustering, and pattern recognition methods; strategies for modeling complex data and mining large data sets; applications of advanced methods in specific domains of practice. The contributions offer interesting applications to various disciplines such as psychology, biology, medical and health sciences; economics, marketing, banking, and finance; engineering; geography and geology; archeology, sociology, educational sciences, linguistics, and musicology; library science. The book contains the selected and peer-reviewed papers presented during the European Conference on Data Analysis (ECDA 2013) which was jointly held by the German Classification Society (GfKl) and the French-speaking Classification Society (SFC) in July 2013 at the University of Luxembourg. 410 0$aStudies in Classification, Data Analysis, and Knowledge Organization,$x2198-3321 606 $aStatistics 606 $aMarketing 606 $aPsychometrics 606 $aBiometry 606 $aData mining 606 $aOperations research 606 $aStatistics 606 $aMarketing 606 $aPsychometrics 606 $aBiostatistics 606 $aData Mining and Knowledge Discovery 606 $aOperations Research and Decision Theory 615 0$aStatistics. 615 0$aMarketing. 615 0$aPsychometrics. 615 0$aBiometry. 615 0$aData mining. 615 0$aOperations research. 615 14$aStatistics. 615 24$aMarketing. 615 24$aPsychometrics. 615 24$aBiostatistics. 615 24$aData Mining and Knowledge Discovery. 615 24$aOperations Research and Decision Theory. 676 $a519.5 702 $aLausen$b Berthold$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKrolak-Schwerdt$b Sabine$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aBöhmer$b Matthias$4edt$4http://id.loc.gov/vocabulary/relators/edt 712 02$aFonds national de la recherche Luxembourg. 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910299767703321 996 $aData science, learning by latent structures, and knowledge discovery$91522853 997 $aUNINA