Applied Linear Regression for Longitudinal Data

£105.00

Applied Linear Regression for Longitudinal Data

With an Emphasis on Missing Observations

Psychological methodology Probability and statistics

Authors: Frans E.S. Tan, Shahab Jolani

Dinosaur mascot

Collection: Chapman & Hall/CRC Texts in Statistical Science

Language: English

Published by: Chapman and Hall/CRC

Published on: 9th December 2022

Format: LCP-protected ePub

Size: 5 Mb

ISBN: 9781000798258


This book introduces best practices in longitudinal data analysis at intermediate level, with a minimum number of formulas without sacrificing depths. It meets the need to understand statistical concepts of longitudinal data analysis by visualizing important techniques instead of using abstract mathematical formulas. Different solutions such as multiple imputation are explained conceptually and consequences of missing observations are clarified using visualization techniques. Key features include the following:

Provides datasets and examples online

Gives state-of-the-art methods of dealing with missing observations in a non-technical way with a special focus on sensitivity analysis

Conceptualises the analysis of comparative (experimental and observational) studies

It is the ideal companion for researchers and students in epidemiological, health, and social and behavioral sciences working with longitudinal studies without a mathematical background.

Show moreShow less