Intensive Longitudinal Analysis of Human Processes

Kathleen M. Gates, Sy Miin Chow, Peter Molenaar

Research output: Book/ReportBook

3 Scopus citations

Abstract

This book focuses on a span of statistical topics relevant to researchers who seek to conduct person-specific analysis of human data. Our purpose is to provide one consolidated resource that includes techniques from disciplines such as engineering, physics, statistics, and quantitative psychology and outlines their application to data often seen in human research. The book balances mathematical concepts with information needed for using these statistical approaches in applied settings, such as interpretative caveats and issues to consider when selecting an approach. The statistical topics covered here include foundational material as well as state-of-the-art methods. These analytic approaches can be applied to a range of data types such as psychophysiological, self-report, and passively collected measures such as those obtained from smartphones. We provide examples using varied data sources including functional MRI (fMRI), daily diary, and ecological momentary assessment data.

Original languageEnglish (US)
PublisherCRC Press
Number of pages239
ISBN (Electronic)9781482230604
ISBN (Print)9781482230598
DOIs
StatePublished - Jan 1 2023

All Science Journal Classification (ASJC) codes

  • General Mathematics

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