Free Download Visualization and Imputation of Missing Values: With Applications in R
English | 2023 | ISBN: 3031300726 | 479 Pages | PDF EPUB (True) | 76 MB
This book explores visualization and imputation techniques for missing values and presents practical applications using the statistical software R. It explains the concepts of common imputation methods with a focus on visualization, description of data problems and practical solutions using R, including modern methods of robust imputation, imputation based on deep learning and imputation for complex data. By describing the advantages, disadvantages and pitfalls of each method, the book presents a clear picture of which imputation methods are applicable given a specific data set at hand.