Model Discrimination For Nonlinear Regression Models

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Model Discrimination For Nonlinear Regression Models
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Author : Dale S. Borowiak
language : en
Publisher: CRC Press
Release Date : 2020-11-25
Model Discrimination For Nonlinear Regression Models written by Dale S. Borowiak and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-25 with Mathematics categories.
Borowiak (math, U. of Akron) discusses model discrimination based upon incorrect selection probability, presents diagnostic statistics and formal hypothesis test procedures to assess a model's fit and stability, explains the use of computer computations such as the jackknife and bootstrap, and demonstrates model discrimination techniques through examples taken from real experimental settings. Offering practical guidance that experimenters and students can apply to their own research problems, this definitive reference text is essential reading for statisticians, mathematicians, data analysts, forecasters, applied engineers and advanced undergraduate and graduate students in the above disciplines.
Mathematical Modeling In Microbial Ecology
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Author : A.L. Koch
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Mathematical Modeling In Microbial Ecology written by A.L. Koch and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Mathematics categories.
From the Chapman & Hall Microbiology Series this unique resource offers specific experimental and practical applications of mathematical modeling in microbial ecology. The text presents a variety of systems, ranging from subcellular systems to ecosystems, and shows how to test whether the models provide a good representation of the system. The book also encourages further development and application of modeling to burgeoning problems associated with microbial ecology, such as the pollution and destruction of pesticides and herbicides.
Introduction To Multivariate Analysis
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Author : Sadanori Konishi
language : en
Publisher: CRC Press
Release Date : 2014-06-06
Introduction To Multivariate Analysis written by Sadanori Konishi and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-06-06 with Mathematics categories.
Select the Optimal Model for Interpreting Multivariate Data Introduction to Multivariate Analysis: Linear and Nonlinear Modeling shows how multivariate analysis is widely used for extracting useful information and patterns from multivariate data and for understanding the structure of random phenomena. Along with the basic concepts of various procedures in traditional multivariate analysis, the book covers nonlinear techniques for clarifying phenomena behind observed multivariate data. It primarily focuses on regression modeling, classification and discrimination, dimension reduction, and clustering. The text thoroughly explains the concepts and derivations of the AIC, BIC, and related criteria and includes a wide range of practical examples of model selection and evaluation criteria. To estimate and evaluate models with a large number of predictor variables, the author presents regularization methods, including the L1 norm regularization that gives simultaneous model estimation and variable selection. For advanced undergraduate and graduate students in statistical science, this text provides a systematic description of both traditional and newer techniques in multivariate analysis and machine learning. It also introduces linear and nonlinear statistical modeling for researchers and practitioners in industrial and systems engineering, information science, life science, and other areas.
Visualizing Statistical Models And Concepts
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Author : R.W. Farebrother
language : en
Publisher: CRC Press
Release Date : 2002-06-14
Visualizing Statistical Models And Concepts written by R.W. Farebrother and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-06-14 with Mathematics categories.
Examines classic algorithms, geometric diagrams, and mechanical principles for enhancing visualization of statistical estimation procedures and mathematical concepts in physics, engineering, and computer programming.
Introduction To Probability And Statistics
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Author : Giri
language : en
Publisher: Routledge
Release Date : 2019-01-22
Introduction To Probability And Statistics written by Giri and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-01-22 with Mathematics categories.
Beginning with the historical background of probability theory, this thoroughly revised text examines all important aspects of mathematical probability - including random variables, probability distributions, characteristic and generating functions, stochatic convergence, and limit theorems - and provides an introduction to various types of statistical problems, covering the broad range of statistical inference.;Requiring a prerequisite in calculus for complete understanding of the topics discussed, the Second Edition contains new material on: univariate distributions; multivariate distributions; large-sample methods; decision theory; and applications of ANOVA.;A primary text for a year-long undergraduate course in statistics (but easily adapted for a one-semester course in probability only), Introduction to Probability and Statistics is for undergraduate students in a wide range of disciplines-statistics, probability, mathematics, social science, economics, engineering, agriculture, biometry, and education.
Introduction To Probability And Statistics Second Edition
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Author : Giri
language : en
Publisher: CRC Press
Release Date : 1993-04-20
Introduction To Probability And Statistics Second Edition written by Giri and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-04-20 with Mathematics categories.
Beginning with the historical background of probability theory, this thoroughly revised text examines all important aspects of mathematical probability - including random variables, probability distributions, characteristic and generating functions, stochatic convergence, and limit theorems - and provides an introduction to various types of statistical problems, covering the broad range of statistical inference.;Requiring a prerequisite in calculus for complete understanding of the topics discussed, the Second Edition contains new material on: univariate distributions; multivariate distributions; large-sample methods; decision theory; and applications of ANOVA.;A primary text for a year-long undergraduate course in statistics (but easily adapted for a one-semester course in probability only), Introduction to Probability and Statistics is for undergraduate students in a wide range of disciplines-statistics, probability, mathematics, social science, economics, engineering, agriculture, biometry, and education.
Statistical Bases Of Reference Values In Laboratory Medicine
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Author : Eugene K. Harris
language : en
Publisher: CRC Press
Release Date : 1995-07-07
Statistical Bases Of Reference Values In Laboratory Medicine written by Eugene K. Harris and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-07-07 with Mathematics categories.
Examining the strengths and limitations of various standards of accuracy in clinical laboratory analyses, this detailed reference presents an in-depth study of important theoretical and empirical issues concerning the description, collection, and application of reference values in laboratory medicine.
Statistics In The Pharmaceutical Industry 3rd Edition
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Author : Charles Ralph Buncher
language : en
Publisher: CRC Press
Release Date : 1993-11-17
Statistics In The Pharmaceutical Industry 3rd Edition written by Charles Ralph Buncher and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-11-17 with Mathematics categories.
This rewritten and updated second edition provides comprehensive information on the wide-ranging applications of statistics in the pharmacological field. Focusing on practical aspects, it sets out to bridge the gap between industry and academia.;Reflecting the changes that have taken place since publication of the first edition, this volume covers new topics such as: cancer clinical trials, clinical trials of AIDS patients and animal tumorigenicity studies; the development of antiepileptic drugs; the role of epidemiology in postmarketing trials and adverse drug experience; computer-assisted new drug application (CANDA) submissions; contract research organizations; interim analysis in clinical trials; and room-temperature tests for the stability of drugs.;This work is intended as: a reference for statisticians, biostatisticians, pharmacologists, administrators, managers, and scientists in the pharmaceutical industry; and a text for graduate students taking courses in applied statistics or pharmaceutical statistics.
Statistical Methods For Engineers And Scientists
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Author : Robert M. Bethea
language : en
Publisher: Routledge
Release Date : 2018-04-20
Statistical Methods For Engineers And Scientists written by Robert M. Bethea and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-20 with Mathematics categories.
This work details the fundamentals of applied statistics and experimental design, presenting a unified approach to data handling that emphasizes the analysis of variance, regression analysis and the use of Statistical Analysis System computer programs. This edition: discusses modern nonparametric methods; contains information on statistical process control and reliability; supplies fault and event trees; furnishes numerous additional end-of-chapter problems and worked examples; and more.
Bivariate Discrete Distributions
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Author : Kocherlakota
language : en
Publisher: CRC Press
Release Date : 2017-11-22
Bivariate Discrete Distributions written by Kocherlakota and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-22 with Mathematics categories.
This useful reference/text provides a comprehensive study of the various bivariate discretedistributions that have appeared in the literature- written in an accessible manner thatassumes no more than a first course in mathematical statistics.Supplying individualized treatment of topics while simultaneously exploiting the interrelationshipsof the material, Bivariate Discrete Distributions details the latest techniques ofcomputer simulation for the distributions considered ... contains a general introduction tothe structural properties of discrete distributions, including generating functions, momentrelationships, and the basic ideas of generalizing . . . develops distributions using samplingschemes . .. explores the role of compounding ... covers Waring and "short" distributionsfor use in accident theory ... discusses problems of statistical inference, emphasizing techniquespertinent to the discrete case ... and much more!Containing over 1000 helpful equations, Bivariate Discrete Distributions is