| Description |
1 online resource (x, 379 pages) : illustrations |
| Contents |
Regression and Time Series Analysis. Least Squares Estimation in High Dimensional Sparse Heteroscedastic Models / Holger Dette, Jens Wagener -- Bayesian Smoothing, Shrinkage and Variable Selection in Hazard Regression / Susanne Konrath, Ludwig Fahrmeir, Thomas Kneib -- Robust Change Point Analysis / Marie Hušková -- Robust Signal Extraction from Time Series in Real Time / Matthias Borowski, Roland Fried, Michael Imhoff -- Robustness in Time Series: Robust Frequency Domain Analysis / Bernhard Spangl, Rudolf Dutter -- Robustness in Statistical Forecasting / Yuriy Kharin -- Finding Outliers in Linear and Nonlinear Time Series / Pedro Galeano, Daniel Peña |
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Complex Data Structures. Qualitative Robustness of Bootstrap Approximations for Kernel Based Methods / Andreas Christmann, Matías Salibián-Barrera, Stefan Van Aelst -- Some Machine Learning Approaches to the Analysis of Temporal Data / Katharina Morik -- Correlation, Tail Dependence and Diversification / Dietmar Pfeifer -- Evidence for Alternative Hypotheses / Stephan Morgenthaler, Robert G. Staudte -- Concepts and a Case Study for a Flexible Class of Graphical Markov Models / Nanny Wermuth, David R. Cox -- Data Mining in Pharmacoepidemiological Databases / Marc Suling, Robert Weber, Iris Pigeot -- Meta-Analysis of Trials with Binary Outcomes / Jürgen Wellmann |
| Summary |
This Festschrift in honour of Ursula Gather's 60th birthday deals with modern topics in the field of robust statistical methods, especially for time series and regression analysis, and with statistical methods for complex data structures. The individual contributions of leading experts provide a textbook-style overview of the topic, supplemented by current research results and questions. The statistical theory and methods in this volume aim at the analysis of data which deviate from classical stringent model assumptions, which contain outlying values and/or have a complex structure. Written for researchers as well as master and PhD students with a good knowledge of statistics |
| Analysis |
Statistics |
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Distribution (Probability theory) |
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Mathematical statistics |
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Statistical Theory and Methods |
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Statistics and Computing/Statistics Programs |
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Probability Theory and Stochastic Processes |
| Bibliography |
Includes bibliographical references |
| Subject |
Gather, Ursula.
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Multivariate analysis.
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Robust statistics.
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Data structures (Computer science)
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Multivariate Analysis
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MATHEMATICS -- Probability & Statistics -- Multivariate Analysis.
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Análisis estadístico multivariable
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Estadística robusta
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Estructuras de datos (Ordenadores)
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Data structures (Computer science)
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Multivariate analysis
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Robust statistics
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| Genre/Form |
Festschriften
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Festschriften.
|
| Form |
Electronic book
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| Author |
Becker, Claudia.
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Fried, Roland
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Kuhnt, Sonja.
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Gather, Ursula.
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| ISBN |
9783642354946 |
|
3642354947 |
|
3642354939 |
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9783642354939 |
|
