Statistical Outliers and Related Topics
eBook - ePub

Statistical Outliers and Related Topics

  1. 514 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Statistical Outliers and Related Topics

About this book

The book is a collection of different aspects of outliers and related topics written by experts. Topics covered include definition of outliers, their sources, consequences, identification, computational and robustness issues, handling of outliers in diversified areas of statistics such as univariate and multivariate data, linear and generalized linear models, time series, linear functional and structural models, circular data, spatial data, big data, high dimensional data, multi-view data. The book emphasizes the importance of outliers, and will appeal to workers in Data Mining; which is one of the fastest-growing business applications of statistics. The book makes outlier detection methods widely usable by practitioners. Examples are drawn from various fields.

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Yes, you can access Statistical Outliers and Related Topics by Mir Masoom Ali,Rahmatullah Imon,Irfan Ali,Haitham M. Yousof in PDF and/or ePUB format, as well as other popular books in Mathematics & Statistics for Business & Economics. We have over one million books available in our catalogue for you to explore.

Information

Publisher
CRC Press
Year
2025
eBook ISBN
9781040307793
Edition
0
Topic
Mathematics
Subtopic
Statistics for Business & Economics
Index
Mathematics

Table of contents

  1. Cover Page
  2. Title Page
  3. Copyright Page
  4. Preface
  5. Contents
  6. Chapter 1 A Brief History of Statistical Outliers
  7. Chapter 2 Some Recent Developments in the Identification of Outliers in Spatial Data and Spatial Regression
  8. Chapter 3 Identification of Multiple Unusual Observations in Generalized Linear Models
  9. Chapter 4 The Conditional Breakdown Properties of LAD-LASSO Regression
  10. Chapter 5 Statistical Methods for Identifying Outliers in Univariate and Multivariate Data
  11. Chapter 6 Statistical Modeling of Maximum Rainfall in Guinea
  12. Chapter 7 Statistical Outliers and a New Generalized Probability Distribution with Applications
  13. Chapter 8 Outlier Detection Based on Range Statistic: Empirical Evaluation and Comparisons
  14. Chapter 9 Exponentiated Reduced Modified Weibull Distribution
  15. Chapter 10 Robust Weighted Random Forest Regression with Alternative Bootstrap
  16. Chapter 11 Robust Remedies for multiple Regression Model in the Presence of High-Leverage Collinearity-Influential Observations
  17. Chapter 12 Mixture Modeling of Car Insurance Claim in Zimbabwe
  18. Chapter 13 Examining Research in Statistics and Computer Science Literatures: The Need to Cross the Borders and Adapt and Modernize the Statistics Discipline
  19. Chapter 14 On a Unit-EEG Quantile Regression Analysis
  20. Chapter 15 The Cos-Modified Lindley Distribution: Properties, Estimation, and Applications
  21. Chapter 16 The Two-Sided Generalized Lomax Distribution: Estimation and Application
  22. Chapter 17 Monitoring the Blood Levels of Animals using Control Charts
  23. Chapter 18 On Classical and Bayesian Inference for Bivariate Binomial Conditionals Distributions: Properties and Applications
  24. Chapter 19 Applications of the Cos-Modified Lindley Distribution on Climate Data
  25. Chapter 20 Classification of Rainfall Regions in the UK Using Spatial Distances
  26. Chapter 21 Identification of High Leverage Points in High Dimensional Sparse and Non-Sparse Data
  27. Chapter 22 Design of Control Chart Using Gini-Process Capability Index and Resampling
  28. Chapter 23 Robust Measures of Goodness-of-Fit and Outlier Detection in Linear Regression Models
  29. Index