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Handbook of Computational Statistics : Concepts and Methods

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Cover of 'Handbook of Computational Statistics : Concepts and Methods'

Table of Contents

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    Book Overview
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    Chapter 1 How Computational Statistics Became the Backbone of Modern Data Science
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    Chapter 2 Basic Computational Algorithms
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    Chapter 3 Random Number Generation
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    Chapter 4 Markov Chain Monte Carlo Technology
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    Chapter 5 Numerical Linear Algebra
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    Chapter 6 The EM Algorithm
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    Chapter 7 Stochastic Optimization
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    Chapter 8 Transforms in Statistics
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    Chapter 9 Parallel Computing Techniques
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    Chapter 10 Statistical Databases
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    Chapter 11 Discovering and Visualizing Relations in High Dimensional Data
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    Chapter 12 Interactive and Dynamic Graphics
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    Chapter 13 The Grammar of Graphics
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    Chapter 14 Statistical User Interfaces
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    Chapter 15 Object Oriented Computing
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    Chapter 16 Model Selection
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    Chapter 17 Bootstrap and Resampling
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    Chapter 18 Design and Analysis of Monte Carlo Experiments
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    Chapter 19 Multivariate Density Estimation and Visualization
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    Chapter 20 Smoothing: Local Regression Techniques
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    Chapter 21 Semiparametric Models
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    Chapter 22 Dimension Reduction Methods
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    Chapter 23 (Non) Linear Regression Modeling
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    Chapter 24 Generalized Linear Models
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    Chapter 25 Robust Statistics
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    Chapter 26 Bayesian Computational Methods
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    Chapter 27 Computational Methods in Survival Analysis
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    Chapter 28 Data and Knowledge Mining
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    Chapter 29 Recursive Partitioning and Tree-based Methods
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    Chapter 30 Support Vector Machines
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    Chapter 31 Learning Under Non-stationarity: Covariate Shift Adaptation by Importance Weighting
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    Chapter 32 Saddlepoint Approximations: A Review and Some New Applications
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    Chapter 33 Bagging, Boosting and Ensemble Methods
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    Chapter 34 Heavy-Tailed Distributions in VaR Calculations
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    Chapter 35 Econometrics
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    Chapter 36 Statistical and Computational Geometry of Biomolecular Structure
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    Chapter 37 Functional Magnetic Resonance Imaging
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    Chapter 38 Network Intrusion Detection
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