Functional Data Analysis with R

ISBN : 9781032244716

Author : Ciprian M. Crainiceanu

Publisher : Chapman and Hall/CRC

Year : 2024

Language : English

Type : Book

Description : Emerging technologies generate data sets of increased size and complexity that require new or updated statistical inferential methods and scalable, reproducible software. These data sets often involve measurements of a continuous underlying process, and benefit from a functional data perspective. Functional Data Analysis with R presents many ideas for handling functional data including dimension reduction techniques, smoothing, functional regression, structured decompositions of curves, and clustering. The idea is for the reader to be able to immediately reproduce the results in the book, implement these methods, and potentially design new methods and software that may be inspired by these approaches.

Please register to recommend this book to the library.