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Title Advances in data analysis : theory and applications to reliability and inference, data mining, bioinformatics, lifetime data, and neural networks / Christos H. Skiadas, editor
Published Boston : Birkhäuser, ©2010

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Description 1 online resource (xxiii, 364 pages) : illustrations, map
Series Statistics for industry and technology
Statistics for industry and technology.
Contents Preface -- List of Contributors -- List of Tables -- List of Figures -- Part I. Data Mining and Text Mining -- Assessing the Stability of Supplementary Elements on Principal Axes Maps Through Bootstrap Resampling. Contribution to Interpretation in Textual Analysis -- A Doubly Projected Analysis for Lexical Tables -- Analysis of a Mixture of Closed and Open-Ended Questions in the Case of a Multilingual Survey -- Number of Frequent Patterns in Random Databases -- Part II. Information Theory and Statistical Applications -- Introduction -- Measures of Divergence in Model Selection -- High Leverage Points and Outliers in Generalized Linear Models for Ordinal Data -- On a Minimization Problem Involving Divergences and Its Applications -- Part III. Asymptotic Behaviour of Stochastic Processes and Random Fields -- Remarks on Stochastic Models Under Consideration -- New Invariance Principles for Critical Branching Process in Random Environment -- Gaussian Approximation for Multichannel Queueing Systems -- Stochastic Insurance Models, Their Optimality and Stability -- Central Limit Theorem for Random Fields and Applications -- A Berry -- Esseen Type Estimate for Dependent Systems on Transitive Graphs -- Critical and Subcritical Branching Symmetric Random Walks on d-Dimensional Lattices -- Part IV. Bioinformatics and Markov Chains -- Finite Markov Chain Embedding for the Exact Distribution of Patterns in a Set of Random Sequences -- On the Convergence of the Discrete-Time Homogeneous Markov Chain -- Part V. Life Table Data, Survival Analysis, and Risk in Household Insurance -- Comparing the Gompertz-Type Models with a First Passage Time Density Model -- A Comparison of Recent Procedures in Weibull Mixture Testing -- Hierarchical Bayesian Modelling of Geographic Dependence of Risk in Household Insurance -- Part VI. Neural Networks and Self-Organising Maps -- The FCN Framework: Development and Applications -- On the Use of Self-Organising Maps to Analyse Spectral Data -- Neuro-Fuzzy Versus Traditional Models for Forecasting Wind Energy Production -- Part VII. Parametric and Nonparametric Statistics -- Nonparametric Comparison of Several Sequential k-out-of-n Systems -- Adjusting p-Values when n Is Large in the Presence of Nuisance Parameters -- Part VIII. Statistical Theory and Methods -- Fitting Pareto II Distributions on Firm Size: Statistical Methodology and Economic Puzzles -- Application of Extreme Value Theory to Economic Capital Estimation -- Multiresponse Robust Engineering: Industrial Experiment Parameter Estimation -- Inference for Binomial Change Point Data
Summary An outgrowth of the 12th International Conference on Applied Stochastic Models and Data Analysis, this book is a collection of invited chapters presenting recent developments in the field of data analysis, with applications to reliability and inference, data mining, bioinformatics, lifetime data, and neural networks. Emphasized throughout the volume are new methods with the potential for solving real-world problems in various areas. The book is divided into eight major sections: * Data Mining and Text Mining * Information Theory and Statistical Applications * Asymptotic Behaviour of Stochastic Processes and Random Fields * Bioinformatics and Markov Chains * Life Table Data, Survival Analysis, and Risk in Household Insurance * Neural Networks and Self-Organizing Maps * Parametric and Nonparametric Statistics * Statistical Theory and Methods Advances in Data Analysis is a useful reference for graduate students, researchers, and practitioners in statistics, mathematics, engineering, economics, social science, bioengineering, and bioscience
Bibliography Includes bibliographical references and index
Notes Print version record
In Springer eBooks
Subject Stochastic analysis -- Congresses
Stochastic systems -- Congresses
SCIENCE -- System Theory.
TECHNOLOGY & ENGINEERING -- Operations Research.
Análisis estocástico
Sistemas estocásticos
Stochastic analysis
Stochastic systems
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Skiadas, Christos H.
International Conference on Applied Stochastic Models and Data Analysis (12th : 2007 : Chania, Greece)
LC no. 2009939133
ISBN 9780817647995
0817647996