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Über dieses Buch

The theme of the meeting was “Statistical Methods for the Analysis of Large Data-Sets”. In recent years there has been increasing interest in this subject; in fact a huge quantity of information is often available but standard statistical techniques are usually not well suited to managing this kind of data. The conference serves as an important meeting point for European researchers working on this topic and a number of European statistical societies participated in the organization of the event.

The book includes 45 papers from a selection of the 156 papers accepted for presentation and discussed at the conference on “Advanced Statistical Methods for the Analysis of Large Data-sets.”

Inhaltsverzeichnis

Frontmatter

Clustering Large Data-Sets

Frontmatter

2012 | OriginalPaper | Buchkapitel

Clustering Large Data Set: An Applied Comparative Study

Laura Bocci, Isabella Mingo

2012 | OriginalPaper | Buchkapitel

Clustering in Feature Space for Interesting Pattern Identification of Categorical Data

Marina Marino, Francesco Palumbo, Cristina Tortora

2012 | OriginalPaper | Buchkapitel

Clustering Geostatistical Functional Data

Elvira Romano, Rosanna Verde

2012 | OriginalPaper | Buchkapitel

Joint Clustering and Alignment of Functional Data: An Application to Vascular Geometries

Laura M. Sangalli, Piercesare Secchi, Simone Vantini, Valeria Vitelli

Statistics in Medicine

Frontmatter

2012 | OriginalPaper | Buchkapitel

Bayesian Methods for Time Course Microarray Analysis: From Genes’ Detection to Clustering

Claudia Angelini, Daniela De Canditiis, Marianna Pensky

2012 | OriginalPaper | Buchkapitel

Longitudinal Analysis of Gene Expression Profiles Using Functional Mixed-Effects Models

Maurice Berk, Cheryl Hemingway, Michael Levin, Giovanni Montana

2012 | OriginalPaper | Buchkapitel

A Permutation Solution to Compare Two Hepatocellular Carcinoma Markers

Agata Zirilli, Angela Alibrandi

Integrating Administrative Data

Frontmatter

2012 | OriginalPaper | Buchkapitel

Statistical Perspective on Blocking Methods When Linking Large Data-sets

Nicoletta Cibella, Tiziana Tuoto

2012 | OriginalPaper | Buchkapitel

Integrating Households Income Microdata in the Estimate of the Italian GDP

Alessandra Coli, Francesca Tartamella

2012 | OriginalPaper | Buchkapitel

The Employment Consequences of Globalization: Linking Data on Employers and Employees in the Netherlands

Fabienne Fortanier, Marjolein Korvorst, Martin Luppes

2012 | OriginalPaper | Buchkapitel

Applications of Bayesian Networks in Official Statistics

Paola Vicard, Mauro Scanu

Outliers and Missing Data

Frontmatter

2012 | OriginalPaper | Buchkapitel

A Correlated Random Effects Model for Longitudinal Data with Non-ignorable Drop-Out: An Application to University Student Performance

Filippo Belloc, Antonello Maruotti, Lea Petrella

2012 | OriginalPaper | Buchkapitel

Risk Analysis Approaches to Rank Outliers in Trade Data

Vytis Kopustinskas, Spyros Arsenis

2012 | OriginalPaper | Buchkapitel

Problems and Challenges in the Analysis of Complex Data: Static and Dynamic Approaches

Marco Riani, Anthony Atkinson, Andrea Cerioli

2012 | OriginalPaper | Buchkapitel

Ensemble Support Vector Regression:A New Non-parametric Approach for Multiple Imputation

Daria Scacciatelli

Time Series Analysis

Frontmatter

2012 | OriginalPaper | Buchkapitel

On the Use of PLS Regression for Forecasting Large Sets of Cointegrated Time Series

Gianluca Cubadda, Barbara Guardabascio

2012 | OriginalPaper | Buchkapitel

Large-Scale Portfolio Optimisation with Heuristics

Manfred Gilli, Enrico Schumann

2012 | OriginalPaper | Buchkapitel

Detecting Short-Term Cycles in Complex Time Series Databases

F. Giordano, M. L. Parrella, M. Restaino

2012 | OriginalPaper | Buchkapitel

Assessing the Beneficial Effects of Economic Growth: The Harmonic Growth Index

Daria Mendola, Raffaele Scuderi

2012 | OriginalPaper | Buchkapitel

Time Series Convergence within I(2) Models: the Case of Weekly Long Term Bond Yields in the Four Largest Euro Area Countries

Giuliana Passamani

Environmental Statistics

Frontmatter

2012 | OriginalPaper | Buchkapitel

Anthropogenic CO2 Emissions and Global Warming: Evidence from Granger Causality Analysis

Massimo Bilancia, Domenico Vitale

2012 | OriginalPaper | Buchkapitel

Temporal and Spatial Statistical Methods to Remove External Effects on Groundwater Levels

Daniele Imparato, Andrea Carena, Mauro Gasparini

2012 | OriginalPaper | Buchkapitel

Reduced Rank Covariances for the Analysis of Environmental Data

Orietta Nicolis, Doug Nychka

2012 | OriginalPaper | Buchkapitel

Radon Level in Dwellings and Uranium Content in Soil in the Abruzzo Region: A Preliminary Investigation by Geographically Weighted Regression

Eugenia Nissi, Annalina Sarra, Sergio Palermi

Probability and Density Estimation

Frontmatter

2012 | OriginalPaper | Buchkapitel

Applications of Large Deviations to Hidden Markov Chains Estimation

M. Greco Del Fabiola

2012 | OriginalPaper | Buchkapitel

Multivariate Tail Dependence Coefficients for Archimedean Copulae

Giovanni De Luca, Giorgia Rivieccio

2012 | OriginalPaper | Buchkapitel

A Note on Density Estimation for Circular Data

Marco Di Marzio, Agnese Panzera, Charles C. Taylor

2012 | OriginalPaper | Buchkapitel

Markov Bases for Sudoku Grids

Roberto Fontana, Fabio Rapallo, Maria Piera Rogantin

Application in Economics

Frontmatter

2012 | OriginalPaper | Buchkapitel

Estimating the Probability of Moonlighting in Italian Building Industry

Maria Felice Arezzo, Giorgio Alleva

2012 | OriginalPaper | Buchkapitel

Use of Interactive Plots and Tables for Robust Analysis of International Trade Data

Domenico Perrotta, Francesca Torti

2012 | OriginalPaper | Buchkapitel

Generational Determinants on the Employment Choice in Italy

Claudio Quintano, Rosalia Castellano, Gennaro Punzo

2012 | OriginalPaper | Buchkapitel

Route-Based Performance Evaluation Using Data Envelopment Analysis Combined with Principal Component Analysis

Agnese Rapposelli

WEB and Text Mining

Frontmatter

2012 | OriginalPaper | Buchkapitel

Web Surveys: Methodological Problems and Research Perspectives

Silvia Biffignandi, Jelke Bethlehem

2012 | OriginalPaper | Buchkapitel

Semantic Based DCM Models for Text Classification

Paola Cerchiello

2012 | OriginalPaper | Buchkapitel

Probabilistic Relational Models for Operational Risk: A New Application Area and an Implementation Using Domain Ontologies

Marcus Spies

Advances on Surveys

Frontmatter

2012 | OriginalPaper | Buchkapitel

Efficient Statistical Sample Designs in a GIS for Monitoring the Landscape Changes

Elisabetta Carfagna, Patrizia Tassinari, Maroussa Zagoraiou, Stefano Benni, Daniele Torreggiani

2012 | OriginalPaper | Buchkapitel

Studying Foreigners’ Migration Flows Through a Network Analysis Approach

Cinzia Conti, Domenico Gabrielli, Antonella Guarneri, Enrico Tucci

2012 | OriginalPaper | Buchkapitel

Estimation of Income Quantiles at the Small Area Level in Tuscany

Caterina Giusti, Stefano Marchetti, Monica Pratesi

2012 | OriginalPaper | Buchkapitel

The Effects of Socioeconomic Background and Test-taking Motivation on Italian Students’ Achievement

Claudio Quintano, Rosalia Castellano, Sergio Longobardi

Multivariate Analysis

Frontmatter

2012 | OriginalPaper | Buchkapitel

Firm Size Dynamics in an Industrial District: The Mover-Stayer Model in Action

F. Cipollini, C. Ferretti, P. Ganugi

2012 | OriginalPaper | Buchkapitel

Multiple Correspondence Analysis for the Quantification and Visualization of Large Categorical Data Sets

Alfonso Iodice D’Enza, Michael Greenacre

2012 | OriginalPaper | Buchkapitel

Multivariate Ranks-Based Concordance Indexes

Emanuela Raffinetti, Paolo Giudici

2012 | OriginalPaper | Buchkapitel

Methods for Reconciling the Micro and the Macro in Family Demography Research: A Systematisation

Anna Matysiak, Daniele Vignoli
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