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Title Complex models and computational methods in statistics / Matteo Grigoletto, Francesco Lisi, Sonia Petrone, editors.
Imprint Milan ; New York : Springer ; Heidelberg : Physica-Verlag, 2013.

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Series Contributions to statistics, 1431-1968
Contributions to statistics.
Subject Mathematical statistics.
Mathematical statistics -- Data processing.
Alt Name Grigoletto, Matteo.
Lisi, Francesco.
Petrone, Sonia.
Description 1 online resource.
Contents A New Unsupervised Classification Technique Through Nonlinear Non Parametric Mixed-Effects Models / Laura Azzimonti, Francesca Ieva -- Estimation Approaches for the Apparent Diffusion Coefficient in Rice-Distributed MR Signals / Stefano Baraldo, Francesca Ieva -- Longitudinal Patterns of Financial Product Ownership: A Latent Growth Mixture Approach / Francesca Bassi, Jose G. Dias -- Computationally Efficient Inference Procedures for Vast Dimensional Realized Covariance Models / Luc Bauwens, Giuseppe Storti -- A GPU Software Library for Likelihood-Based Inference of Environmental Models with Large Datasets / Michela Cameletti, Francesco Finazzi -- Theoretical Regression Trees: A Tool for Multiple Structural-Change Models Analysis / Carmela Cappelli, Francesca Di Iorio -- Some Contributions to the Theory of Conditional Gibbs Partitions / Annalisa Cerquetti -- Estimation of Traffic Matrices for LRD Traffic / Pier Luigi Conti, Livia De Giovanni -- A Newton's Method for Benchmarking Time Series / Tommaso Di Fonzo, Marco Marini -- Spatial Smoothing for Data Distributed over Non-planar Domains / Bree Ettinger, Tiziano Passerini -- Volatility Swings in the US Financial Markets / Giampiero M. Gallo, Edoardo Otranto -- Semicontinuous Regression Models with Skew Distributions / Anna Gottard, Elena Stanghellini -- Classification of Multivariate Linear-Circular Data with Nonignorable Missing Values / Francesco Lagona, Marco Picone -- Multidimensional Connected Set Detection in Clustering Based on Nonparametric Density Estimation / Giovanna Menardi -- Using Integrated Nested Laplace Approximations for Modelling Spatial Healthcare Utilization / Monica Musio, Erik-A. Sauleau -- Supply Function Prediction in Electricity Auctions / Matteo Pelagatti -- A Hierarchical Bayesian Model for RNA-Seq Data / Davide Risso, Gabriele Sales.
Summary The use of computational methods in statistics to face complex problems and highly dimensional data, as well as the widespread availability of computer technology, is no news. The range of applications, instead, is unprecedented. As often occurs, new and complex data types require new strategies, demanding for the development of novel statistical methods and suggesting stimulating mathematical problems. This book is addressed to researchers working at the forefront of the statistical analysis of complex systems and using computationally intensive statistical methods.
ISBN 9788847028715 (electronic bk.)
884702871X (electronic bk.)
ISBN/ISSN 10.1007/978-88-470-2871-5
OCLC # 826707185
Additional Format Print version: Grigoletto, Matteo. Complex Models and Computational Methods in Statistics. Dordrecht : Springer, 2012 9788847028708

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