Data Science, Learning by Latent Structures, and Knowledge Discovery

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...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Lausen, Berthold (Editor ), Krolak-Schwerdt, Sabine (Editor ), Böhmer, Matthias (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2015.
Edición:1st ed. 2015.
Colección:Studies in Classification, Data Analysis, and Knowledge Organization,
Temas:
Statistics .
Marketing.
Psychometrics.
Biometry.
Data mining.
Operations research.
Statistics.
Biostatistics.
Data Mining and Knowledge Discovery.
Operations Research and Decision Theory.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • 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.

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