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Data analysis and applications. 2, Utilization of results in Europe and other topics /

"This series of books collects a diverse array of work that provides the reader with theoretical and applied information on data analysis methods, models and techniques, along with appropriate applications. Volume 2 begins with an introductory chapter by Gilbert Saporta, a leading expert in the...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Skiadas, Christos H. (Editor ), Bozeman, James R. (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Hoboken, NJ : ISTE ; John Wiley & Sons, Inc., 2019.
Colección:Innovation, entrepreneurship and management series. Big data, artificial intelligence and data analysis set ; v. 3.
Temas:
Acceso en línea:Texto completo

MARC

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246 3 |a Data analysis and application 2 :  |b Utilization of results in Europe and other topics. Volume 3 
264 1 |a London :  |b ISTE ;  |a Hoboken, NJ :  |b John Wiley & Sons, Inc.,  |c 2019. 
264 4 |c ©2019 
300 |a 1 online resource (xxvii, 214 pages) 
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490 1 |a Big data, artificial intelligence and data analysis set ;  |v volume 3 
504 |a Includes bibliographical references and index. 
588 0 |a Online resource; title from digital title page (viewed on March 15, 2019). 
505 0 |a Cover; Half-Title Page; Title Page; Copyright Page; Contents; Preface; Introduction: 50 Years of Data Analysis: From Exploratory Data Analysis to Predictive Modeling and Machine Learning; I.1. The revolt against mathematical statistics; I.2. EDA and unsupervised methods for dimension reduction; I.2.1. The time of syntheses; I.2.2. The time of clusterwise methods; I.2.3. Extensions to new types of data; I.2.4. Nonlinear data analysis; I.2.5. The time of sparse methods; I.3. Predictive modeling; I.3.1. Paradigms and paradoxes; I.3.2. From statistical learning theory to empirical validation 
505 8 |a I.3.3. ChallengesI. 4. Conclusion; I.5. References; PART 1: Applications; 1. Context-specific Independence in Innovation Study; 1.1. Introduction; 1.2. Parametrization for CS independencies; 1.3. Stratified chain graph models; 1.4. Application on real data; 1.5. Conclusion; 1.6. References; 2. Analysis of the Determinants and Outputs of Innovation in the Nordic Countries; 2.1. Introduction; 2.2. Innovation; 2.3. Methodology; 2.4. Results; 2.5. Conclusion; 2.6. References; 3. Bibliometric Variables Determining the Quality of a Dentistry Journal; 3.1. Introduction; 3.2. Statistical methodology 
505 8 |a 3.3. Results3.4. Conclusions; 3.5. Acknowledgment; 3.6. References; 4. Analysis of Dependence among Growth Rates of GDP of V4 Countries Using Four-dimensional Vine Copulas; 4.1. Introduction; 4.2. Theory; 4.3. Results; 4.4. Conclusion and future work; 4.5. Acknowledgment; 4.6. References; 5. Monitoring the Compliance of Countries on Emissions Mitigation Using Dissimilarity Indices; 5.1. Introduction; 5.2. The proposed method; 5.2.1. Description of method for individual data; 5.2.2. Description of method for grouped data; 5.3. Application of method 
505 8 |a 5.3.1. Application of method for individual data5.3.2. Application of method for grouped data; 5.4. Conclusions; 5.5. Appendix; 5.6. References; 6. Maximum Entropy and Distributions of Five-Star Ratings; 6.1. Introduction; 6.2. Entropy framework to five-star ratings; 6.3. Maximum entropy of ratings for values k = 1,2,3,. . .,30; 6.3.1. Ratings with two outcomes (k = 1); 6.3.2. Ratings with three Outcomes (k=2); 6.3.3. Ratings with four outcomes (k=3); 6.3.4. Ratings with five outcomes (k = 4); 6.3.5. Rating entropy for outcomes k>4 
505 8 |a 6.3.6. Maximum entropy constraints for the binomial distribution6.4. Application to real five-star rating data; 6.5. Conclusions; 6.6. References; PART 2: The Impact of the Economic and Financial Crisis in Europe; 7. Access to Credit for SMEs after the 2008 Financial Crisis: The Northern Italian Perspective; 7.1. Introduction; 7.2. Italian SMEs and access to credit; 7.3. The data; 7.4. Methodology; 7.5. Analysis and discussion; 7.5.1. The measure for the Great Recession period (2008-2012); 7.5.2. The measure for the recovery period (2013-2015); 7.5.3. Comparing the two crisis phases 
520 |a "This series of books collects a diverse array of work that provides the reader with theoretical and applied information on data analysis methods, models and techniques, along with appropriate applications. Volume 2 begins with an introductory chapter by Gilbert Saporta, a leading expert in the field, who summarizes the developments in data analysis over the last 50 years. The book is then divided into four parts: Part 1 examines (in)dependence relationships, innovation in the Nordic countries, dentistry journals, dependence among growth rates of GDP of V4 countries, emissions mitigation, and five-star ratings; Part 2 investigates access to credit for SMEs, gender-based impacts given Southern Europe's economic crisis, and labor market transition probabilities; Part 3 looks at recruitment at university job-placement offices and the Program for International Student Assessment; and Part 4 examines discriminants, PageRank, and the political spectrum of Germany."--  |c Provided by publisher 
542 |f Copyright © 2019 by John Wiley & Sons  |g 2019 
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700 1 |a Bozeman, James R.,  |e editor. 
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