The Outlier S Choice
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Identification Of Outliers
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Author : D. Hawkins
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-04-17
Identification Of Outliers written by D. Hawkins 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 2013-04-17 with Science categories.
The problem of outliers is one of the oldest in statistics, and during the last century and a half interest in it has waxed and waned several times. Currently it is once again an active research area after some years of relative neglect, and recent work has solved a number of old problems in outlier theory, and identified new ones. The major results are, however, scattered amongst many journal articles, and for some time there has been a clear need to bring them together in one place. That was the original intention of this monograph: but during execution it became clear that the existing theory of outliers was deficient in several areas, and so the monograph also contains a number of new results and conjectures. In view of the enormous volume ofliterature on the outlier problem and its cousins, no attempt has been made to make the coverage exhaustive. The material is concerned almost entirely with the use of outlier tests that are known (or may reasonably be expected) to be optimal in some way. Such topics as robust estimation are largely ignored, being covered more adequately in other sources. The numerous ad hoc statistics proposed in the early work on the grounds of intuitive appeal or computational simplicity also are not discussed in any detail.
The Outlier S Choice
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Author : Becky Huber
language : en
Publisher: Morgan James Publishing
Release Date : 2021-12-07
The Outlier S Choice written by Becky Huber and has been published by Morgan James Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-07 with Religion categories.
“Cortney’s and Becky’s stories . . . reassure us that in our difficult times, choosing God’s way, even if not the most popular path, is worth it.” —Stephanie Fast, author of She Is Mine One woman’s husband confessed to a secret life of multiple affairs and addiction. Another woman’s daughter died of leukemia shortly after her adoption was finalized. Awash in their grief, Cortney Donelson and Becky Huber would have been justified in living a life of anger, bitterness, and sorrow after going through what can only be described as a wife’s—and mother’s—worst nightmares. But as Christians, these women were called to live set apart, to choose unexpected responses despite their heart-wrenching circumstances. And they chose wisely. For every Christian, faith can often feel uncomfortable. Fighting for hope is hard, and being set apart for God’s glory may feel isolating. Indeed, most aspects of the Christian life can be downright messy. In The Outlier’s Choice, authors Becky Huber and Cortney Donelson make an inspiring case to choose the unexpected—to go against popular beliefs and walk through struggles in discomfort, becoming bold outliers for God’s glory. “The Outlier’s Choice is chock-full of wisdom nuggets that will encourage you to find purpose beyond your pain . . . Thank you, Becky and Cortney, for your bold transparency that will empower thousands to choose an eternal focus while here on earth.” —Christy Neal, author of Don’t Ever Tell and podcast host of Everyone Has a Voice “You will think of these two women’s stories long after you put the book down. Maybe, just maybe, they will light your path when you experience the darkness.” —Sally Meredith, coauthor of Two Becoming One
Robust Cluster Analysis And Variable Selection
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Author : Gunter Ritter
language : en
Publisher: CRC Press
Release Date : 2014-09-02
Robust Cluster Analysis And Variable Selection written by Gunter Ritter and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-09-02 with Computers categories.
Clustering remains a vibrant area of research in statistics. Although there are many books on this topic, there are relatively few that are well founded in the theoretical aspects. In Robust Cluster Analysis and Variable Selection, Gunter Ritter presents an overview of the theory and applications of probabilistic clustering and variable selection, synthesizing the key research results of the last 50 years. The author focuses on the robust clustering methods he found to be the most useful on simulated data and real-time applications. The book provides clear guidance for the varying needs of both applications, describing scenarios in which accuracy and speed are the primary goals. Robust Cluster Analysis and Variable Selection includes all of the important theoretical details, and covers the key probabilistic models, robustness issues, optimization algorithms, validation techniques, and variable selection methods. The book illustrates the different methods with simulated data and applies them to real-world data sets that can be easily downloaded from the web. This provides you with guidance in how to use clustering methods as well as applicable procedures and algorithms without having to understand their probabilistic fundamentals.
Specification Transferability And The Effect Of Data Outliers In Modeling The Choice Of Mode In Urban Travel
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Author : Daniel Kirshner
language : en
Publisher:
Release Date : 1977
Specification Transferability And The Effect Of Data Outliers In Modeling The Choice Of Mode In Urban Travel written by Daniel Kirshner and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977 with Choice of transportation categories.
The Statistics Of Residuals And The Detection Of Outliers
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Author : Allen J. Pope
language : en
Publisher:
Release Date : 1976
The Statistics Of Residuals And The Detection Of Outliers written by Allen J. Pope and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1976 with Analysis of variance categories.
Handbook Of Computational Statistics
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Author : James E. Gentle
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-07-06
Handbook Of Computational Statistics written by James E. Gentle 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 2012-07-06 with Computers categories.
The Handbook of Computational Statistics - Concepts and Methods (second edition) is a revision of the first edition published in 2004, and contains additional comments and updated information on the existing chapters, as well as three new chapters addressing recent work in the field of computational statistics. This new edition is divided into 4 parts in the same way as the first edition. It begins with "How Computational Statistics became the backbone of modern data science" (Ch.1): an overview of the field of Computational Statistics, how it emerged as a separate discipline, and how its own development mirrored that of hardware and software, including a discussion of current active research. The second part (Chs. 2 - 15) presents several topics in the supporting field of statistical computing. Emphasis is placed on the need for fast and accurate numerical algorithms, and some of the basic methodologies for transformation, database handling, high-dimensional data and graphics treatment are discussed. The third part (Chs. 16 - 33) focuses on statistical methodology. Special attention is given to smoothing, iterative procedures, simulation and visualization of multivariate data. Lastly, a set of selected applications (Chs. 34 - 38) like Bioinformatics, Medical Imaging, Finance, Econometrics and Network Intrusion Detection highlight the usefulness of computational statistics in real-world applications.
Applied Statistics Ii
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Author : Rebecca M. Warner
language : en
Publisher: SAGE Publications
Release Date : 2020-01-14
Applied Statistics Ii written by Rebecca M. Warner and has been published by SAGE Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-14 with Social Science categories.
Rebecca M. Warner’s bestselling Applied Statistics: From Bivariate Through Multivariate Techniques has been split into two volumes for ease of use over a two-course sequence. Applied Statistics II: Multivariable and Multivariate Techniques, Third Edition is a core multivariate statistics text based on chapters from the second half of the original book. The text begins with two new chapters: an introduction to the new statistics, and a chapter on handling outliers and missing values. All chapters on statistical control and multivariable or multivariate analyses from the previous edition are retained (with the moderation chapter heavily revised) and new chapters have been added on structural equation modeling, repeated measures, and on additional statistical techniques. Each chapter includes a complete example, and begins by considering the types of research questions that chapter’s technique can answer, progresses to data screening, and provides screen shots of SPSS menu selections and output, and concludes with sample results sections. By-hand computation is used, where possible, to show how elements of the output are related to each other, and to obtain confidence interval and effect size information when SPSS does not provide this. Datasets are available on the accompanying website. Bundle and Save Applied Statistics II + Applied Statistics I: Basic Bivariate Techniques, Third Edition Bundle Volume I and II ISBN: 978-1-0718-1337-9 An R Companion for Applied Statistics II: Multivariable and Multivariate Techniques + Applied Statistics II Bundle ISBN: 978-1-0718-3618-7
Journal Of The National Cancer Institute
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Author :
language : en
Publisher:
Release Date : 1999
Journal Of The National Cancer Institute written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Cancer categories.
Introduction To Quantitative Data Analysis In The Behavioral And Social Sciences
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Author : Michael J. Albers
language : en
Publisher: John Wiley & Sons
Release Date : 2017-04-03
Introduction To Quantitative Data Analysis In The Behavioral And Social Sciences written by Michael J. Albers and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-03 with Mathematics categories.
Guides readers through the quantitative data analysis process including contextualizing data within a research situation, connecting data to the appropriate statistical tests, and drawing valid conclusions Introduction to Quantitative Data Analysis in the Behavioral and Social Sciences presents a clear and accessible introduction to the basics of quantitative data analysis and focuses on how to use statistical tests as a key tool for analyzing research data. The book presents the entire data analysis process as a cyclical, multiphase process and addresses the processes of exploratory analysis, decision-making for performing parametric or nonparametric analysis, and practical significance determination. In addition, the author details how data analysis is used to reveal the underlying patterns and relationships between the variables and connects those trends to the data’s contextual situation. Filling the gap in quantitative data analysis literature, this book teaches the methods and thought processes behind data analysis, rather than how to perform the study itself or how to perform individual statistical tests. With a clear and conversational style, readers are provided with a better understanding of the overall structure and methodology behind performing a data analysis as well as the needed techniques to make informed, meaningful decisions during data analysis. The book features numerous data analysis examples in order to emphasize the decision and thought processes that are best followed, and self-contained sections throughout separate the statistical data analysis from the detailed discussion of the concepts allowing readers to reference a specific section of the book for immediate solutions to problems and/or applications. Introduction to Quantitative Data Analysis in the Behavioral and Social Sciences also features coverage of the following: • The overall methodology and research mind-set for how to approach quantitative data analysis and how to use statistics tests as part of research data analysis • A comprehensive understanding of the data, its connection to a research situation, and the most appropriate statistical tests for the data • Numerous data analysis problems and worked-out examples to illustrate the decision and thought processes that reveal underlying patterns and trends • Detailed examples of the main concepts to aid readers in gaining the needed skills to perform a full analysis of research problems • A conversational tone to effectively introduce readers to the basics of how to perform data analysis as well as make meaningful decisions during data analysis Introduction to Quantitative Data Analysis in the Behavioral and Social Sciences is an ideal textbook for upper-undergraduate and graduate-level research method courses in the behavioral and social sciences, statistics, and engineering. This book is also an appropriate reference for practitioners who require a review of quantitative research methods. Michael J. Albers, Ph.D., is Professor in the Department of English at East Carolina University. His research interests include information design with a focus on answering real-world questions, the presentation of complex information, and human–information interaction. Dr. Albers received his Ph.D. in Technical Communication and Rhetoric from Texas Tech University.
Volume 16 How To Detect And Handle Outliers
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Author : Boris Iglewicz
language : en
Publisher: Quality Press
Release Date : 1993-01-08
Volume 16 How To Detect And Handle Outliers written by Boris Iglewicz and has been published by Quality Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-01-08 with Business & Economics categories.
Outliers are the key focus of this book. The authors concentrate on the practical aspects of dealing with outliers in the forms of data that arise most often in applications: single and multiple samples, linear regression, and factorial experiments. Available only as an E-Book.