New Trends in Functional Statistics and Related Fields
New Trends in Functional Statistics and Related Fields
English | 2025 | ISBN: 3031923820 | 579 Pages | PDF (True) | 45 MB
English | 2025 | ISBN: 3031923820 | 579 Pages | PDF (True) | 45 MB
Covering a broad spectrum of topics in functional and operatorial statistics and related fields, including high-dimensional statistics and machine learning, the contributions tackle both fundamental theoretical challenges and practical applications. A variety of features of statistics for functional data are addressed, such as estimation of functional features, exploration and pre-processing of functional data, methodologies for functional regression and forecasting problems, unsupervised and supervised classification, and testing procedures. Nonstandard functional data and situations which go beyond the pattern of samples of independent variables are investigated, and a link to the field of artificial intelligence is presented. Interesting real data applications to medicine, health, economics and the natural, environmental and social sciences are featured throughout.