Nonparametric Tests for Censored Data
Title | Nonparametric Tests for Censored Data PDF eBook |
Author | Vilijandas Bagdonavicius |
Publisher | John Wiley & Sons |
Pages | 162 |
Release | 2013-02-07 |
Genre | Mathematics |
ISBN | 1118602137 |
This book concerns testing hypotheses in non-parametric models. Generalizations of many non-parametric tests to the case of censored and truncated data are considered. Most of the test results are proved and real applications are illustrated using examples. Theories and exercises are provided. The incorrect use of many tests applying most statistical software is highlighted and discussed.
A Parametric Approach to Nonparametric Statistics
Title | A Parametric Approach to Nonparametric Statistics PDF eBook |
Author | Mayer Alvo |
Publisher | Springer |
Pages | 277 |
Release | 2018-10-12 |
Genre | Mathematics |
ISBN | 3319941534 |
This book demonstrates that nonparametric statistics can be taught from a parametric point of view. As a result, one can exploit various parametric tools such as the use of the likelihood function, penalized likelihood and score functions to not only derive well-known tests but to also go beyond and make use of Bayesian methods to analyze ranking data. The book bridges the gap between parametric and nonparametric statistics and presents the best practices of the former while enjoying the robustness properties of the latter. This book can be used in a graduate course in nonparametrics, with parts being accessible to senior undergraduates. In addition, the book will be of wide interest to statisticians and researchers in applied fields.
The Statistical Analysis of Interval-censored Failure Time Data
Title | The Statistical Analysis of Interval-censored Failure Time Data PDF eBook |
Author | Jianguo Sun |
Publisher | Springer |
Pages | 310 |
Release | 2007-05-26 |
Genre | Mathematics |
ISBN | 0387371192 |
This book collects and unifies statistical models and methods that have been proposed for analyzing interval-censored failure time data. It provides the first comprehensive coverage of the topic of interval-censored data and complements the books on right-censored data. The focus of the book is on nonparametric and semiparametric inferences, but it also describes parametric and imputation approaches. This book provides an up-to-date reference for people who are conducting research on the analysis of interval-censored failure time data as well as for those who need to analyze interval-censored data to answer substantive questions.
Mathematical Theory of Reliability
Title | Mathematical Theory of Reliability PDF eBook |
Author | Richard E. Barlow |
Publisher | SIAM |
Pages | 271 |
Release | 1996-01-01 |
Genre | Technology & Engineering |
ISBN | 0898713692 |
This monograph presents a survey of mathematical models useful in solving reliability problems. It includes a detailed discussion of life distributions corresponding to wearout and their use in determining maintenance policies, and covers important topics such as the theory of increasing (decreasing) failure rate distributions, optimum maintenance policies, and the theory of coherent systems. The emphasis throughout the book is on making minimal assumptions - and only those based on plausible physical considerations - so that the resulting mathematical deductions may be safely made about a large variety of commonly occurring reliability situations. The first part of the book is concerned with component reliability, while the second part covers system reliability, including problems that are as important today as they were in the 1960s. The enduring relevance of the subject of reliability and the continuing demand for a graduate-level book on this topic are the driving forces behind its re-publication.
Nonparametric Statistical Methods For Complete and Censored Data
Title | Nonparametric Statistical Methods For Complete and Censored Data PDF eBook |
Author | M.M. Desu |
Publisher | CRC Press |
Pages | 392 |
Release | 2003-09-29 |
Genre | Mathematics |
ISBN | 9781584883197 |
Balancing the "cookbook" approach of some texts with the more mathematical approach of others, Nonparametric Statistical Methods for Complete and Censored Data introduces commonly used non-parametric methods for complete data and extends those methods to right censored data analysis. Whenever possible, the authors derive their methodology from the general theory of statistical inference and introduce the concepts intuitively for students with minimal backgrounds. Derivations and mathematical details are relegated to appendices at the end of each chapter, which allows students to easily proceed through each chapter without becoming bogged down in a lot of mathematics. In addition to the nonparametric methods for analyzing complete and censored data, the book covers optimal linear rank statistics, clinical equivalence, analysis of block designs, and precedence tests. To make the material more accessible and practical, the authors use SAS programs to illustrate the various methods included. Exercises in each chapter, SAS code, and a clear, accessible presentation make this an outstanding text for a one-semester senior or graduate-level course in nonparametric statistics for students in a variety of disciplines, from statistics and biostatistics to business, psychology, and the social scientists. Prerequisites: Students will need a solid background in calculus and a two-semester course in mathematical statistics.
Survival Analysis
Title | Survival Analysis PDF eBook |
Author | John P. Klein |
Publisher | Springer Science & Business Media |
Pages | 508 |
Release | 2013-06-29 |
Genre | Medical |
ISBN | 1475727283 |
Making complex methods more accessible to applied researchers without an advanced mathematical background, the authors present the essence of new techniques available, as well as classical techniques, and apply them to data. Practical suggestions for implementing the various methods are set off in a series of practical notes at the end of each section, while technical details of the derivation of the techniques are sketched in the technical notes. This book will thus be useful for investigators who need to analyse censored or truncated life time data, and as a textbook for a graduate course in survival analysis, the only prerequisite being a standard course in statistical methodology.
Nonparametric Tests for Complete Data
Title | Nonparametric Tests for Complete Data PDF eBook |
Author | Vilijandas Bagdonavicius |
Publisher | John Wiley & Sons |
Pages | 191 |
Release | 2013-02-04 |
Genre | Mathematics |
ISBN | 1118601823 |
This book concerns testing hypotheses in non-parametric models. Classical non-parametric tests (goodness-of-fit, homogeneity, randomness, independence) of complete data are considered. Most of the test results are proved and real applications are illustrated using examples. Theories and exercises are provided. The incorrect use of many tests applying most statistical software is highlighted and discussed.