Price loading...

Functional Data Analysis with R (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

Computer Science

Price data last checked 107 day(s) ago - refreshing...

View at Amazon

Price History & Forecast

No Price Data Available

Price history will appear here once data is collected from Amazon.

Price Distribution

No price data available for histogram

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. Features: Functional regression models receive a modern treatment that allows extensions to many practical scenarios and development of state-of-the-art software The connection between functional regression, penalized smoothing, and mixed effects models is used as the cornerstone for inference Multilevel, longitudinal, and structured functional data are discussed with emphasis on emerging functional data structures Methods for clustering functional data before and after smoothing are discussed Multiple new functional data sets with dense and sparse sampling designs from various application areas are presented, including the NHANES linked accelerometry and mortality data, COVID-19 mortality data, CD4 counts data and the CONTENT child growth study Step-by-step software implementations are included, along with a supplementary website (www.FunctionalDataAnalysis.com) featuring software, data, and tutorials More than 100 plots for visualization of functional data are presented Functional Data Analysis with R is primarily aimed at undergraduate, master's and PhD students, as well as data scientists and researchers working on functional data analysis. The book can be read at different levels and combines state-of-the-art software, methods, and inference. It can be used for self-learning, teaching, and research, and will particularly appeal to anyone who is interested in practical methods for hands-on, problem-forward functional data analysis. The reader should have some basic coding experience, but expertise in R is not required.

Product Specifications

Format: Hardcover
ASIN: 1032244712
Category: Books > Subjects > Computing & Internet > Computer Science
Domain: Amazon UK
Release Date: 11 March 2024
Listed Since: 13 September 2023

Barcode

No barcode data available

Functional Data Analysis with R (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

Price History & Forecast

No Price Data Available

Price Distribution

Description

Product Specifications

Barcode

Similar Products You Might Like

CRC Press Introduction to Functional Data Analysis Textbook

CRC Press Nonparametric Models for Longitudinal Data in R

Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving (Chapman & Hall/CRC The R Series)

Functional Data Analysis (Springer Series in Statistics)

Computational Statistics: An Introduction to R

R Programming: Statistical Data Analysis in Research

Probability, Statistics, and Data: A Fresh Approach Using R (Chapman & Hall/CRC Texts in Statistical Science)

Fundamentals of Causal Inference: With R (Chapman & Hall/CRC Texts in Statistical Science)

Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving (Chapman & Hall/CRC: The R Series)

Exploratory Data Analysis Using R (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)

An Introduction to Data Analysis in R: Hands-on Coding, Data Mining, Visualization and Statistics from Scratch (Use R!)

CRC Press R for Political Data Science: A Practical Guide

Modern Data Visualization with R (Chapman & Hall/CRC The R Series)

Data Science for Infectious Disease Data Analytics: An Introduction with R (Chapman & Hall/CRC Data Science Series)

Analysis of Variance for Functional Data (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

R for Political Data Science: A Practical Guide (Chapman & Hall/CRC The R Series)

R for Health Technology Assessment (Chapman & Hall/CRC Biostatistics Series)

Structural Equation Modeling Using R/SAS: A Step-by-Step Approach with Real Data Analysis

Change Point Analysis: Theory and Application

R for Statistics

Data Science and Predictive Analytics: Biomedical and Health Applications using R (The Springer Series in Applied Machine Learning)

The Oxford Handbook of Functional Data Analysis

Using R and RStudio for Data Management, Statistical Analysis, and Graphics

Foundations of Statistics for Data Scientists: With R and Python (Chapman & Hall/CRC Texts in Statistical Science)