Applied Linear Regression for Longitudinal Data: With an Emphasis on Missing Observations (Chapman & Hall/Crc Texts in Statistical Science) - Hardcover

Tan, Frans E.S.; Jolani, Shahab

 
9780367634315: Applied Linear Regression for Longitudinal Data: With an Emphasis on Missing Observations (Chapman & Hall/Crc Texts in Statistical Science)
Hardcover
ISBN 10: 0367634317 ISBN 13: 9780367634315
Verlag: Chapman and Hall/CRC, 2022

Inhaltsangabe

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.

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Über die Autorin bzw. den Autor

Frans E.S. Tan is an associate professor (retired) of methodology and statistics at Maastricht University, The Netherlands.

Shahab Jolani is an assistant professor of methodology and statistics at Maastricht University, The Netherlands.

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Verlag
Chapman and Hall/CRC
Erscheinungsdatum
2022
Sprache
Englisch
ISBN 10 
0367634317
ISBN 13 
9780367634315
Einband
Gebundene Ausgabe
Auflage
1
Anzahl der Seiten
248
Kontakt zum Hersteller
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Verantwortliche Person
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