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Nonparametric Function Estimation, Modeling, and Simulation

Paperback Engels 1987 9780898712612
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Topics emphasized in this book include nonparametric density estimation as an exploratory device plus the deeper models to which the exploratory analysis points, multi-dimensional data analysis, and analysis of remote sensing data, cancer progression, chaos theory, epidemiological modeling, and parallel based algorithms. New methods discussed are quick nonparametric density estimation based techniques for resampling and simulation based estimation techniques not requiring closed form solutions.

Specificaties

ISBN13:9780898712612
Taal:Engels
Bindwijze:Paperback
Aantal pagina's:320
Uitgever:Society for Industrial and Applied Mathematics

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Inhoudsopgave

1. Historical Background; 2. Some Approaches to Nonparametric Density Estimation; 3. Maximum Likelihood Density Estimation; 4. Maximum Penalized Likelihood Density Estimation; 5. Discrete Maximum Penalized Likelihood Estimation; 6. Nonparametric Density of Estimation in Higher Dimensions; 7. Nonparametric Regression and Intensity Function Estimation; 8. Model Building and Speculative Data Analysis; Appendix I. An Introduction to Mathematical Optimization Theory; Appendix II. Numerical Solution of Constrained Optimization Problems; Appendix III. Optimization Algorithms for Noisy Problems; Appendix IV. A Brief Primer in Simulation; Index.

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        Nonparametric Function Estimation, Modeling, and Simulation