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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
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