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Statistical Computing: Existing Methods and Recent Developments 18.0%OFF

Statistical Computing: Existing Methods and Recent Developments

by D. Kundu and A. Basu

  • ISBN

    :  

    9788173195952

  • Publisher

    :  

    Narosa Book Distributors Pvt Ltd

  • Subject

    :  

    Mathematics

  • Binding

    :  

    Paperback

  • Pages

    :  

    428

  • Year

    :  

    2004

395.0

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  • Description

    Statistical Computing: Existing Methods and Recent Developments attempts to provide a state of the art account of existing methods and recent developments in the so called new field of Statistical Computing. Fourteen different chapters deal with a wide range of topics. This includes introductory topics such as the basic numerical analysis methods, random number generation, graphical techniques used in statistical data analysis and other areas. It also covers the more specialized techniques such as the EM algorithm, genetic algorithms, nonparametric smoothing techniques, resampling methods, and artificial neural network models, to name a few. In addition, the volume also deals with the computational issues involved in the analysis of mixture models, adaptive designs, weighted distributions, and statistical signal processing, topics which are unlikely to be covered in a standard text on Statistical Computing. Table of Contents Preface  Basic Numerical Analysis Techniques  Generation of Random Numbers  Graphical Methods  The EM Algorithm  Genetic Algorithms for Optimization  Regression Analysis  Nonparametric Smoothing  Analysis Time Series Data  A Gentle Introduction to Resampling Plans  Neural Network Models for Regression and Classification  Statistical Computing in Mixture Models  Perspectives in Adaptive Allocation Designs: Computational Issues  Weighted Distributions  Computational Aspects in Statistical Signal Processing

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