مشخصات کتاب

Advanced statistical methods for the analysis of large data-sets

ویرایش:  
نویسندگان: Agostino Di Ciaccio,  Mauro Coli,  Jose Miguel Angulo Ibañez (eds.)  
سری: Studies in theoretical and applied statistics 
ISBN (شابک) : 9783642210372, 3642210376 
ناشر: Springer 
سال نشر: 2012 
تعداد صفحات: 499 
زبان: English 
فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود) 
حجم فایل: 6 مگابایت 

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توضیحاتی درمورد کتاب به خارجی

Part 1. Clustering Large Data-Sets / Clustering Large Data Set: An Applied Comparative Study / Laura Bocci and Isabella Mingo -- Clustering in Feature Space for Interesting Pattern Identification of Categorical Data / Marina Marino, Francesco Palumbo and Cristina Tortora -- Clustering Geostatistical Functional Data / Elvira Romano and Rosanna Verde -- Joint Clustering and Alignment of Functional Data: An Application to Vascular Geometries / Laura M. Sangalli, Piercesare Secchi, Simone Vantini and Valeria Vitelli -- Part 2. Statistics in medicine / Bayesian Methods for Time Course Microarray Analysis: From Genes' Detection to Clustering / Claudia Angelini, Daniela De Canditiis and Marianna Pensky -- Longitudinal Analysis of Gene Expression Profiles Using Functional Mixed-Effects Models / Maurice Berk, Cheryl Hemingway, Michael Levin and Giovanni Montana -- A Permutation Solution to Compare Two Hepatocellular Carcinoma Markers / Agata Zirilli and Angela Alibrandi -- Part 3. Integrating Administrative Data / Statistical Perspective on Blocking Methods When Linking Large Data-sets / Nicoletta Cibella and Tiziana Tuoto -- Integrating Households Income Microdata in the Estimate of the Italian GDP / Alessandra Coli and Francesca Tartamella -- The Employment Consequences of Globalization: Linking Data on Employers and Employees in the Netherlands / Fabienne Fortanier, Marjolein Korvorst and Martin Luppes -- Applications of Bayesian Networks in Official Statistics / Paola Vicard and Mauro Scanu -- Part 4. Outliers and Missing Data / A Correlated Random Effects Model for Longitudinal Data with Non-ignorable Drop-Out: An Application to University Student Performance / Filippo Belloc, Antonello Maruotti and Lea Petrella -- Risk Analysis Approaches to Rank Outliers in Trade Data / Vytis Kopustinskas and Spyros Arsenis -- Problems and Challenges in the Analysis of Complex Data: Static and Dynamic Approaches / Marco Riani, Anthony Atkinson and Andrea Cerioli. Ensemble Support Vector Regression:A New Non-parametric Approach for Multiple Imputation / Daria Scacciatelli -- Part 5. Time Series Analysis / On the Use of PLS Regression for Forecasting Large Sets of Cointegrated Time Series / Gianluca Cubadda and Barbara Guardabascio -- Large-Scale Portfolio Optimisation with Heuristics / Manfred Gilli and Enrico Schumann -- Detecting Short-Term Cycles in Complex Time Series Databases / F. Giordano, M. L. Parrella and M. Restaino -- Assessing the Beneficial Effects of Economic Growth: The Harmonic Growth Index / Daria Mendola and Raffaele Scuderi -- Time Series Convergence within I(2) Models: the Case of Weekly Long Term Bond Yields in the Four Largest Euro Area Countries / Giuliana Passamani -- Part 6. Environmental Statistics / Anthropogenic CO2 Emissions and Global Warming: Evidence from Granger Causality Analysis / Massimo Bilancia and Domenico Vitale -- Temporal and Spatial Statistical Methods to Remove External Effects on Groundwater Levels / Daniele Imparato, Andrea Carena and Mauro Gasparini -- Reduced Rank Covariances for the Analysis of Environmental Data / Orietta Nicolis and Doug Nychka -- Radon Level in Dwellings and Uranium Content in Soil in the Abruzzo Region: A Preliminary Investigation by Geographically Weighted Regression / Eugenia Nissi, Annalina Sarra and Sergio Palermi -- Part 7. Probability and density estimation / Applications of Large Deviations to Hidden Markov Chains Estimation / M. Greco Del Fabiola -- Multivariate Tail Dependence Coefficients for Archimedean Copulae / Giovanni De Luca and Giorgia Rivieccio -- A Note on Density Estimation for Circular Data / Marco Di Marzio, Agnese Panzera and Charles C. Taylor -- Markov Bases for Sudoku Grids / Roberto Fontana, Fabio Rapallo and Maria Piera Rogantin -- Part 8. Application in Economics / Estimating the Probability of Moonlighting in Italian Building Industry / Maria Felice Arezzo and Giorgio Alleva. Use of Interactive Plots and Tables for Robust Analysis of International Trade Data / Domenico Perrotta and Francesca Torti -- Generational Determinants on the Employment Choice in Italy / Claudio Quintano, Rosalia Castellano and Gennaro Punzo -- Route-Based Performance Evaluation Using Data Envelopment Analysis Combined with Principal Component Analysis / Agnese Rapposelli -- Part 9. WEB and Text Mining / Web Surveys: Methodological Problems and Research Perspectives / Silvia Biffignandi and Jelke Bethlehem -- Semantic Based DCM Models for Text Classification / Paola Cerchiello -- Probabilistic Relational Models for Operational Risk: A New Application Area and an Implementation Using Domain Ontologies / Marcus Spies -- Part 10. Advances on surveys / Efficient Statistical Sample Designs in a GIS for Monitoring the Landscape Changes / Elisabetta Carfagna, Patrizia Tassinari, Maroussa Zagoraiou, Stefano Benni and Daniele Torreggiani -- Studying Foreigners' Migration Flows Through a Network Analysis Approach / Cinzia Conti, Domenico Gabrielli, Antonella Guarneri and Enrico Tucci -- Estimation of Income Quantiles at the Small Area Level in Tuscany / Caterina Giusti, Stefano Marchetti and Monica Pratesi -- The Effects of Socioeconomic Background and Test-taking Motivation on Italian Students' Achievement / Claudio Quintano, Rosalia Castellano and Sergio Longobardi -- Part 11. Multivariate Analysis / Firm Size Dynamics in an Industrial District: The Mover-Stayer Model in Action / F. Cipollini, C. Ferretti and P. Ganugi -- Multiple Correspondence Analysis for the Quantification and Visualization of Large Categorical Data Sets / Alfonso Iodice D'Enza and Michael Greenacre -- Multivariate Ranks-Based Concordance Indexes / Emanuela Raffinetti and Paolo Giudici -- Methods for Reconciling the Micro and the Macro in Family Demography Research: A Systematisation / Anna Matysiak and Daniele Vignoli

فهرست مطالب

Front Matter....Pages i-xiii
Front Matter....Pages 1-1
Clustering Large Data Set: An Applied Comparative Study....Pages 3-12
Clustering in Feature Space for Interesting Pattern Identification of Categorical Data....Pages 13-22
Clustering Geostatistical Functional Data....Pages 23-31
Joint Clustering and Alignment of Functional Data: An Application to Vascular Geometries....Pages 33-43
Front Matter....Pages 45-45
Bayesian Methods for Time Course Microarray Analysis: From Genes’ Detection to Clustering....Pages 47-56
Longitudinal Analysis of Gene Expression Profiles Using Functional Mixed-Effects Models....Pages 57-67
A Permutation Solution to Compare Two Hepatocellular Carcinoma Markers....Pages 69-78
Front Matter....Pages 79-79
Statistical Perspective on Blocking Methods When Linking Large Data-sets....Pages 81-89
Integrating Households Income Microdata in the Estimate of the Italian GDP....Pages 91-99
The Employment Consequences of Globalization: Linking Data on Employers and Employees in the Netherlands....Pages 101-111
Applications of Bayesian Networks in Official Statistics....Pages 113-123
Front Matter....Pages 125-125
A Correlated Random Effects Model for Longitudinal Data with Non-ignorable Drop-Out: An Application to University Student Performance....Pages 127-136
Risk Analysis Approaches to Rank Outliers in Trade Data....Pages 137-144
Problems and Challenges in the Analysis of Complex Data: Static and Dynamic Approaches....Pages 145-157
Ensemble Support Vector Regression:A New Non-parametric Approach for Multiple Imputation....Pages 159-168
Front Matter....Pages 169-169
On the Use of PLS Regression for Forecasting Large Sets of Cointegrated Time Series....Pages 171-179
Large-Scale Portfolio Optimisation with Heuristics....Pages 181-192
Detecting Short-Term Cycles in Complex Time Series Databases....Pages 193-204
Assessing the Beneficial Effects of Economic Growth: The Harmonic Growth Index....Pages 205-215
Time Series Convergence within I(2) Models: the Case of Weekly Long Term Bond Yields in the Four Largest Euro Area Countries....Pages 217-226
Front Matter....Pages 227-227
Anthropogenic CO 2 Emissions and Global Warming: Evidence from Granger Causality Analysis....Pages 229-239
Temporal and Spatial Statistical Methods to Remove External Effects on Groundwater Levels....Pages 241-251
Reduced Rank Covariances for the Analysis of Environmental Data....Pages 253-263
Radon Level in Dwellings and Uranium Content in Soil in the Abruzzo Region: A Preliminary Investigation by Geographically Weighted Regression....Pages 265-275
Front Matter....Pages 277-277
Applications of Large Deviations to Hidden Markov Chains Estimation....Pages 279-285
Multivariate Tail Dependence Coefficients for Archimedean Copulae....Pages 287-296
A Note on Density Estimation for Circular Data....Pages 297-304
Markov Bases for Sudoku Grids....Pages 305-315
Front Matter....Pages 317-317
Estimating the Probability of Moonlighting in Italian Building Industry....Pages 319-328
Use of Interactive Plots and Tables for Robust Analysis of International Trade Data....Pages 329-338
Generational Determinants on the Employment Choice in Italy....Pages 339-349
Route-Based Performance Evaluation Using Data Envelopment Analysis Combined with Principal Component Analysis....Pages 351-360
Front Matter....Pages 361-361
Web Surveys: Methodological Problems and Research Perspectives....Pages 363-373
Semantic Based DCM Models for Text Classification....Pages 375-384
Probabilistic Relational Models for Operational Risk: A New Application Area and an Implementation Using Domain Ontologies....Pages 385-395
Front Matter....Pages 397-397
Efficient Statistical Sample Designs in a GIS for Monitoring the Landscape Changes....Pages 399-407
Studying Foreigners’ Migration Flows Through a Network Analysis Approach....Pages 409-417
Estimation of Income Quantiles at the Small Area Level in Tuscany....Pages 419-428
The Effects of Socioeconomic Background and Test-taking Motivation on Italian Students’ Achievement....Pages 429-440
Front Matter....Pages 441-441
Firm Size Dynamics in an Industrial District: The Mover-Stayer Model in Action....Pages 443-452
Front Matter....Pages 441-441
Multiple Correspondence Analysis for the Quantification and Visualization of Large Categorical Data Sets....Pages 453-463
Multivariate Ranks-Based Concordance Indexes....Pages 465-473
Methods for Reconciling the Micro and the Macro in Family Demography Research: A Systematisation....Pages 475-484

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