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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...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor Corporativo: | |
| Otros Autores: | , , |
| 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: | |
| Acceso en línea: | Texto Completo |
MARC
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| 245 | 1 | 0 | |a Data Science, Learning by Latent Structures, and Knowledge Discovery |h [electronic resource] / |c edited by Berthold Lausen, Sabine Krolak-Schwerdt, Matthias Böhmer. |
| 250 | |a 1st ed. 2015. | ||
| 264 | 1 | |a Berlin, Heidelberg : |b Springer Berlin Heidelberg : |b Imprint: Springer, |c 2015. | |
| 300 | |a XXII, 560 p. 145 illus., 56 illus. in color. |b online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 490 | 1 | |a Studies in Classification, Data Analysis, and Knowledge Organization, |x 2198-3321 | |
| 505 | 0 | |a 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. | |
| 520 | |a 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. | ||
| 650 | 0 | |a Statistics . | |
| 650 | 0 | |a Marketing. | |
| 650 | 0 | |a Psychometrics. | |
| 650 | 0 | |a Biometry. | |
| 650 | 0 | |a Data mining. | |
| 650 | 0 | |a Operations research. | |
| 650 | 1 | 4 | |a Statistics. |
| 650 | 2 | 4 | |a Marketing. |
| 650 | 2 | 4 | |a Psychometrics. |
| 650 | 2 | 4 | |a Biostatistics. |
| 650 | 2 | 4 | |a Data Mining and Knowledge Discovery. |
| 650 | 2 | 4 | |a Operations Research and Decision Theory. |
| 700 | 1 | |a Lausen, Berthold. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Krolak-Schwerdt, Sabine. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Böhmer, Matthias. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9783662449844 |
| 776 | 0 | 8 | |i Printed edition: |z 9783662449820 |
| 830 | 0 | |a Studies in Classification, Data Analysis, and Knowledge Organization, |x 2198-3321 | |
| 856 | 4 | 0 | |u https://doi.uam.elogim.com/10.1007/978-3-662-44983-7 |z Texto Completo |
| 912 | |a ZDB-2-SMA | ||
| 912 | |a ZDB-2-SXMS | ||
| 950 | |a Mathematics and Statistics (SpringerNature-11649) | ||
| 950 | |a Mathematics and Statistics (R0) (SpringerNature-43713) | ||