Applications in R Chattamvelli, Rajan. creator author. aut http://id.loc.gov/vocabulary/relators/aut SpringerLink (Online service) text sz 2024 1st ed. 2024. monographic eng

electronic

electronic resource

access XVI, 179 p. 10 illus., 8 illus. in color. online resource. This book focuses on correlation coefficients and its applications in applied science fields. The book begins by describing the historical development and various types of correlations. Rank correlation methods including Pearson’s, Spearman’s, and Kendall’s correlation are discussed at length. The book also discusses sampling distribution of correlation coefficients and applications of correlations in various fields. The book presents novel topics such as (i) a quick analytical method to approximate Pearson's correlation, (ii) single-variable correlation, (iii) fractional co-skewness and co-kurtosis, and (iv) the fallacy on correlation between the sample mean and sample variance. This book is ideal for courses on mathematical statistics, engineering statistics, and exploratory data analysis and is primarily aimed at upper-undergraduate and graduate level students. The book is also useful for researchers and professionals in various fields who are interested in data analysis. In addition, this book: Combines theory with numerical examples and includes the latest developments in the field Presents computer code in R software and features plentiful exercises throughout Features discussions on measures of association, rank correlation, and the distribution. Measures of Association -- Pearson’s Correlation -- Rank Correlation -- Distribution of Correlation -- Applications of Correlation. by Rajan Chattamvelli. Statistics  Statistics Multivariate analysis Measure theory Quantitative research Mathematical statistics Applied Statistics Statistical Theory and Methods Multivariate Analysis Measure and Integration Data Analysis and Big Data Mathematical Statistics QA276-280 9783031510151 https://doi.org/10.1007/978-3-031-51015-1 https://doi.org/10.1007/978-3-031-51015-1 240308 20251030111505.0 978-3-031-51015-1