http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
Advanced statistical methods for the analysis of large data-sets
xiii, 484 pages : illustrations ; 24 cm.
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.
Agostino Di Ciaccio, Mauro Coli, Jose Miguel Angulo Ibañez, editors.
Studies in theoretical and applied statistics