Data science, learning by latent structures, and knowledge discovery. (2015)

• Record Type: Book
• Further Information: Note: Berthold Lausen, Sabine Krolak-Schwerdt, Matthias Böhmer, editors.
• Editors: Lausen, Berthold, 1961-; Krolak-Schwerdt, Sabine, 1958-; Böhmer, Matthias
• Contents: Part 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 in Polyphonic 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.
• Publisher Details: Heidelberg : Springer
• Publication Date: 2015
• Extent: 1 online resource (xxii, 560 pages), illustrations (some color)
• Subjects: 519.5; Mathematical statistics; Data mining; MATHEMATICS -- Applied; MATHEMATICS -- Probability & Statistics -- General; Data mining; Mathematical statistics; Statistics; Statistics, general; Marketing; Psychometrics; Biostatistics; Data Mining and Knowledge Discovery; Operation Research/Decision Theory; Electronic books
• Languages: English
• ISBNs: 9783662449837; 3662449838; 9783662449820
• Related ISBNs: 366244982X; 9783662449820
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed May 18, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.