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New Perspectives in Statistical Modeling and Data Analysis : Proceedings of the 7th Conference of the Classification and Data Analysis Group of the Italian Statistical Society, Catania, September 9 - 11, 2009 / edited by Salvatore Ingrassia, Roberto Rocci, Maurizio Vichi
Contributor(s): Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Series: Studies in Classification, Data Analysis, and Knowledge Organization | SpringerLink BücherPublisher: Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2011Description: Online-Ressource (XXII, 587p. 64 illus, digital)ISBN:- 9783642113635
- 519.5 519.5/35
- 519.5
- QA276-280
- HA29
Contents:
Summary: Data Modeling for Evaluation -- Data Analysis in Economics -- Nonparametric Kernel Estimation -- Data Analysis in Industry and Services -- Visualization of Relationships -- Classification -- Analysis of Financial Data -- Functional Data Analysis -- Computer Intensive Methods -- Data Analysis in Environmental and Medical Sciences -- Analysis of Categorical Data -- Multivariate Analysis.Summary: This volume provides recent research results in data analysis, classification and multivariate statistics and highlights perspectives for new scientific developments within these areas. Particular attention is devoted to methodological issues in clustering, statistical modeling and data mining. The volume also contains significant contributions to a wide range of applications such as finance, marketing, and social sciences. The papers in this volume were first presented at the 7th Conference of the Classification and Data Analysis Group (ClaDAG) of the Italian Statistical Society, held at the University of Catania, Italy.PPN: PPN: 1650974604Package identifier: Produktsigel: ZDB-2-SEB | ZDB-2-SXMS | ZDB-2-SMA
New Perspectivesin Statistical Modelingand Data Analysis; Preface; Contents; Contributors; Part I Data Modeling for Evaluation; Evaluating the Effects of Subsidies to Firms with Nonignorably Missing Outcomes; 1 Introduction; 2 Principal Stratification with Nonignorably MissingOutcomes and an Instrumental Variable; 3 Likelihood Approach; 4 Empirical Study; 5 Concluding Remarks; References; Evaluating Lecturer's Capability Over Time. Some Evidence from Surveys on University Course Quality; 1 Introduction; 2 The Data; 3 Modeling Lecturers' Capability Over Time
3.1 A Four-Level Ordinal Logistic Mixed-Effects ModelReferences; Evaluating the External Effectiveness of the University Education in Italy; 1 Introduction; 2 Data Description; 3 Multilevel Logistic Model; 4 Main Results; 4.1 Context Variables Effects; 5 Conclusive Remarks; References; Analyzing Research Potential through Redundancy Analysis: the case of the Italian University System; 1 Introduction; 2 The PRIN Dataset; 3 The Redundancy Analysis Approach; 3.1 The Method; 3.2 The Results; References; A Participative Process for the Definition of a Human Capital Indicator
1 A Human Capital Indicator2 A Participative Method to Define Human Capital; 3 Weight Estimation of Dimensions and Indicators; 4 Concluding Remarks; References; Using Poset Theory to Compare Fuzzy Multidimensional Material Deprivation Across Regions; 1 Introduction; 2 Material Deprivation Data; 3 The Material Deprivation Membership Function; 4 Fuzzy Material Deprivation in Italian Macro-Regions; 5 Conclusion; References; Some Notes on the Applicability of Cluster-Weighted Modeling in Effectiveness Studies; 1 Introduction; 2 Some Weak Points of Multilevel Models in Effectiveness Studies
3 Cluster-Weighted Modeling4 Applicability of CWM in Effectiveness Studies; 5 Conclusions and Further Research; References; Impact Evaluation of Job Training Programs by a Latent Variable Model; 1 Introduction; 2 The Dataset; 3 The Statistical Approach; 3.1 Model Assumptions; 3.2 Maximum Likelihood Estimation; 4 Results; References; Part II Data Analysis in Economics; Analysis of Collaborative Patterns in Innovative Networks; 1 Introduction; 2 Economic Incentives to Exchange Information and Knowledge among Firms
3 A Social Network Analysis Approach to Describe the Collaborative Patterns in Innovative Networks4 The Collaboration Network in an Italian Technological District; 4.1 The Study of Collaborative Patterns in the Technological District: The Complete Network; 4.2 A Survey on the Organizations of the Technological District: The Ego-Network Approach; 5 Some Final Remarks; References; The Measure of Economic Re-Evaluation: a Coefficient Based on Conjoint Analysis; 1 Introduction; 2 Using Conjoint Analysis for Non-market Economic Valuation; 3 A Conjoint Based Model for Economic Re-Evaluation
4 Case Study
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