Classification, (big) data analysis and statistical learning. (2018)

• Record Type: Book
• Further Information: Note: Francesco Mola, Claudio Conversano, Maurizio Vichi, editors.
• Editors: Mola, Francesco; Conversano, Claudio; Vichi, Maurizio, 1959-
• Contents: Intro; Preface; Acknowledgements; Contents; Editors and Contributors; Big Data; From Big Data to Information: Statistical Issues Through a Case Study; 1 Introduction on Big Data; 2 Case Study; 2.1 ISTAT Dataset; 2.2 Telecom Italia Dataset; 2.3 Method of Comparison of the Two Datasets; 2.4 Results; 3 Conclusions; References; Enhancing Big Data Exploration with Faceted Browsing; 1 Introduction; 2 Faceted Browsing and Big Data; 3 Improving Faceted Navigation with Bayesian Networks; 4 Big Data and Solr; 5 Test; 6 Conclusion and Future Work; References. Big Data Meet Pharmaceutical Industry: An Application on Social Media Data1 Introduction; 2 The Goal and the Data; 3 Methodology and Results; 4 Further Developments; References; Electre Tri Machine Learning Approach to the Record Linkage; 1 Linked Data: The Record Linkage; 2 The Multiple Criteria Electre Tri Method: A Brief Description; 3 Application to Real Data: A Preliminary Stage; 4 Conclusions; References; Social Networks; Finite Sample Behavior of MLE in Network Autocorrelation Models; 1 Introduction; 2 A Brief Review of Network Autocorrelation Models; 3 Simulation Design; 4 Results. 5 Discussion and ConclusionsReferences; Network Analysis Methods for Classification of Roles; 1 Introduction; 2 Theoretical Framework; 3 Materials and Methods; 4 Results: The Classification of Social Roles; 5 Conclusions; References; MCA-Based Community Detection; 1 Community Detection Algorithms; 2 MCA Based Consensus Community Detection; 3 The Analysis of the Consensus Matrix; 4 Simulation Study; 5 Application on Real Data; 6 Conclusions; References; Exploratory Data Analysis; Rank Properties for Centred Three-Way Arrays; 1 Introduction; 2 Notation and Known Results; 3 Main Result. 4 Examples5 Conclusion; References; Principal Component Analysis of Complex Data and Application to Climatology; 1 Introduction; 2 Complex Singular Value Decomposition; 3 Data; 4 Results; 4.1 The Comparison of Methods; 4.2 The CPCA of Winds; 5 Conclusion; References; Motivations and Expectations of Students' Mobility Abroad: A Mapping Technique; 1 Introduction; 2 Questionnaire and Sample; 3 VOSviewer; 4 Results; 5 Conclusions; References; Testing Circular Antipodal Symmetry Through Data Depths; 1 Introduction; 2 Reflective and Antipodal Symmetry. 3 Data Depth-Based Tests for Antipodal Symmetry3.1 The Angular Simplicial and the Arc Distance Depths; 3.2 Tests for Antipodal Symmetry; 4 Evaluating the Test Procedures: An Empirical Study; 4.1 Simulation Design; 4.2 Simulation Results: Nominal Versus Observed Significance Level; 4.3 Simulation Results: Power of the Tests; 4.4 Simulation Results: Computational Costs; 5 Findings and Final Remarks; References; Statistical Modeling; Multivariate Stochastic Downscaling for Semicontinuous Data; 1 Introduction; 2 Joint Spatial Modeling; 2.1 Beyond the First Stage of Modeling.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource (xvii, 242 pages), illustrations (some color)
• Subjects: 519.5; Statistics; Mathematical statistics; MATHEMATICS -- Applied; MATHEMATICS -- Probability & Statistics -- General; Mathematical statistics; Computers -- Mathematical & Statistical Software; Business & Economics -- Statistics; Computers -- Database Management -- Data Mining; Computers -- Database Management -- General; Mathematical & statistical software; Probability & statistics; Data mining; Databases; Data mining; Big data; Electronic books
• Languages: English
• ISBNs: 9783319557083; 3319557084
• Related ISBNs: 9783319557076; 3319557076
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed February 27, 2018).
• 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.