This 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.
Author(s): Berthold Lausen, Sabine Krolak-Schwerdt, Matthias Böhmer (eds.)
Series: Studies in Classification, Data Analysis, and Knowledge Organization
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2015
Language: English
Pages: 560
Tags: Statistics, general; Marketing; Psychometrics; Biostatistics; Data Mining and Knowledge Discovery; Operation Research/Decision Theory
Front Matter....Pages i-xxii
Front Matter....Pages 1-1
Modernising Official Statistics: A Complex Challenge....Pages 3-11
A New Supervised Classification of Credit Approval Data via the Hybridized RBF Neural Network Model Using Information Complexity....Pages 13-27
Finding the Number of Disparate Clusters with Background Contamination....Pages 29-42
Clustering of Solar Irradiance....Pages 43-53
Front Matter....Pages 55-55
Factor Analysis of Local Formalism....Pages 57-67
Recent Progress in Complex Network Analysis: Models of Random Intersection Graphs....Pages 69-78
Recent Progress in Complex Network Analysis: Properties of Random Intersection Graphs....Pages 79-88
Similarity Measures of Concept Lattices....Pages 89-99
Flow-Based Dissimilarities: Shortest Path, Commute Time, Max-Flow and Free Energy....Pages 101-111
Resampling Techniques in Cluster Analysis: Is Subsampling Better Than Bootstrapping?....Pages 113-122
On-Line Clustering of Functional Boxplots for Monitoring Multiple Streaming Time Series....Pages 123-132
Smooth Tests of Fit for Gaussian Mixtures....Pages 133-142
Front Matter....Pages 143-143
P2P RVM for Distributed Classification....Pages 145-155
Selecting a Multi-Label Classification Method for an Interactive System....Pages 157-167
Visual Analysis of Topics in Twitter Based on Co-evolution of Terms....Pages 169-178
Incremental Weighted Naive Bays Classifiers for Data Stream....Pages 179-190
SVM Ensembles Are Better When Different Kernel Types Are Combined....Pages 191-201
Front Matter....Pages 203-203
Ratings-/Rankings-Based Versus Choice-Based Conjoint Analysis for Predicting Choices....Pages 205-216
A Statistical Software Package for Image Data Analysis in Marketing....Pages 217-227
The Bass Model as Integrative Diffusion Model: A Comparison of Parameter Influences....Pages 229-238
Front Matter....Pages 203-203
Preference Measurement in Complex Product Development: A Comparison of Two-Staged SEM Approaches....Pages 239-250
Combination of Distances and Image Features for Clustering Image Data Bases....Pages 251-260
A Game Theoretic Product Design Approach Considering Stochastic Partworth Functions....Pages 261-270
Key Success-Determinants of Crowdfunded Projects: An Exploratory Analysis....Pages 271-281
Preferences Interdependence Among Family Members: Case III/APIM Approach....Pages 283-293
Front Matter....Pages 295-295
Evaluation of Cell Line Suitability for Disease Specific Perturbation Experiments....Pages 297-307
Effect of Hundreds Sequenced Genomes on the Classification of Human Papillomaviruses....Pages 309-318
Donor Limited Hot Deck Imputation: A Constrained Optimization Problem....Pages 319-328
Ensembles of Representative Prototype Sets for Classification and Data Set Analysis....Pages 329-339
Event Prediction in Pharyngeal High-Resolution Manometry....Pages 341-352
Edge Selection in a Noisy Graph by Concept Analysis: Application to a Genomic Network....Pages 353-364
Front Matter....Pages 365-365
Linear Modelling of Differences in Teacher Judgment Formation of School Tracking Recommendations....Pages 367-377
Psychometric Challenges in Modeling Scientific Problem-Solving Competency: An Item Response Theory Approach....Pages 379-388
The Luxembourg Teacher Databank 1845–1939. Academic Research into the Social History of the Luxembourg Primary School Teaching Staff....Pages 389-398
Front Matter....Pages 399-399
Correspondence Analysis, Cross-Autocorrelation and Clustering in Polyphonic Music....Pages 401-410
Impact of Frame Size and Instrumentation on Chroma-Based Automatic Chord Recognition....Pages 411-421
Interpretable Music Categorisation Based on Fuzzy Rules and High-Level Audio Features....Pages 423-432
Front Matter....Pages 433-433
What Is in a Like? Preference Aggregation on the Social Web....Pages 435-444
Predicting Micro-Level Behavior in Online Communities for Risk Management....Pages 445-454
Human Performance Profiling While Driving a Sidestick-Controlled Car....Pages 455-463
Front Matter....Pages 433-433
Multivariate Landing Page Optimization Using Hierarchical Bayes Choice-Based Conjoint....Pages 465-474
Distance Based Feature Construction in a Setting of Astronomy....Pages 475-485
Front Matter....Pages 487-487
Hough Transform and Kirchhoff Migration for Supervised GPR Data Analysis....Pages 489-499
Application of Hedonic Methods in Modelling Real Estate Prices in Poland....Pages 501-511
Smart Growth Path as the Basis for the European Union Countries Typology....Pages 513-524
The Influence of Upper Level NUTS on Lower Level Classification of EU Regions....Pages 525-531
Front Matter....Pages 533-533
Multilingual Subject Retrieval: Bibliotheca Alexandrina’s Subject Authority File and Linked Subject Data....Pages 535-546
The VuFind Based “MT-Katalog”: A Customized Music Library Service at the University of Music and Drama Leipzig....Pages 547-556
Back Matter....Pages 557-560
