Computational statistics handbook with MATLAB. (©2002)

• Record Type: Book
• Further Information: Note: Wendy L. Martinez, Angel R. Martinez.
• Other Names: Martinez, Wendy L; Martinez, Angel R
• Contents: PREFACE; INTRODUTION; What is Computational Statistics?; An Overview of the Book; MATLAB Code; Further Reading; PROBABILITY CONCEPTS; Introduction; Probability; Conditional Probability and Independence; Expectation; Common Distributions; MATLAB Code; Further Reading; Exercises; SAMPLING CONCEPTS; Introduction; Sampling Terminology and Concepts; Sampling Distributions; Parameter Estimation; Empirical Distribution Function; MATLAB Code; Further Reading; Exercises; GENERATING RANDOM VARIABLES; Introduction; General Techniques for Generating Random Variables; Generating Continuous Random Variable; Generating Discrete Random Variables; EXPLORATORY DATA ANALYSIS; Introduction; Exploring Univariate Data; Exploring Bivariate and Trivariate Data; Exploring Multi-Dimensional Data; MONTE CARLO METHODS FOR INFERENTIAL STATISTICS; Introduction; Classical Inferential Statistics; Monte Carlo Methods for Inferential Statistics; Bootstrap Methods; Assessing Estimates of Functions; DATA PARTITIONING; Introduction; Cross-Validation; Jackknife; Better Bootstrap Confidence Intervals; Jackknife-After-Bootstrap; PROBABILITY DENSITY ESTIMATION; Introduction; Histograms; Kernel Density Estimation; Finite Mixtures; Generating Random Variables; STATISTICAL PATTERN RECOGNITION; Introduction; Bayes Classification; Evaluating the Classifier; Classification Trees; Clustering; NONPARAMETRIC REGRESSION; Introduction; Smoothing; Kernel Methods; Regression Trees; MARKOV CHAIN MONTE CARLO METHODS; Introduction; Background; Metropolis-Hastings Algorithms; The Gibbs Sampler; Convergence Monitoring; SPATIAL STATISTICS; Introduction; Visualizing Spatial Point Processes; Exploring First Order and Second Order Properties; Modeling Spatial Point Processes; Simulating Spatial Point Processes; APPENDICES; Introduction to MATLAB; Index of Notation; Projection Pursuit Indexes; MATLAB Code for Trees; List of MATLAB Statistics Toolbox Functions; List of Computational Statistics Toolbox Functions
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2002
• Copyright Date: 2002
• Extent: 1 online resource (xvii, 591 pages), illustrations
• Subjects: 519.5/0285; Mathematical statistics -- Data processing; Statistique mathématique -- Informatique; MATHEMATICS -- Probability & Statistics -- General; Mathematical statistics -- Data processing; Computational statistics; MATLAB; Algoritmen; Computersimulaties; Electronic books
• Languages: English
• ISBNs: 1420035630; 9781420035636
• Related ISBNs: 1584882298; 9781584882299
• Notes: Note: Includes bibliographical references (pages 571-583) and index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.