Latent variables in psychology and the social sciences.

نویسنده

  • Kenneth A Bollen
چکیده

The paper discusses the use of latent variables in psychology and social science research. Local independence, expected value true scores, and nondeterministic functions of observed variables are three types of definitions for latent variables. These definitions are reviewed and an alternative "sample realizations" definition is presented. Another section briefly describes identification, latent variable indeterminancy, and other properties common to models with latent variables. The paper then reviews the role of latent variables in multiple regression, probit and logistic regression, factor analysis, latent curve models, item response theory, latent class analysis, and structural equation models. Though these application areas are diverse, the paper highlights the similarities as well as the differences in the manner in which the latent variables are defined and used. It concludes with an evaluation of the different definitions of latent variables and their properties.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Gender-based Differences in Associations between Attitude and Self-esteem with Smoking Behavior among Adolescents: A Secondary Analysis Applying Bayesian Nonparametric Functional Latent Variable Model

Background: Different patterns of gender-based relationships between attitude toward smoking and self-esteem with smoking behavior have reported. However, such associations may be much more complex than a simply supposed linear relationship. We aimed to propose a method of providing hand details on the total and gender-based scenarios of the relationships between attitude toward smoking and sel...

متن کامل

The Role of the Media, Perfectionism, and Difficulties in Emotion Regulation in Prediction of Muscle Dysmorphia Symptoms

Objective: The purpose of this research was to investigate the role of the media, perfectionism, and difficulties in emotion regulation in prediction of muscle dysmorphia symptoms.  Methods: In this research, 240 male body-builders were selected from five gyms in Gorgan (north of Iran). They were required to answer Muscle Dysmorphia Disorder Inventory (MDDI), Multidimensional Perfection...

متن کامل

Psycho-Social Well-being in Female Students: The role of perceived parental autonomy support and warmth

Purpose: According to self-determination theory well-being of individuals rests upon meeting the psychological need to autonomy, competence, and relatedness and the environment which provides the ground to meet these needs can facilitate psychological well-being of people. The goal of present research is to investigate the role of paternal and maternal autonomy support and warmth in psychologic...

متن کامل

Estimation of Generalized Linear Latent Variable Models

Generalized Linear Latent Variable Models (GLLVM), as de ned in Bartholomew and Knott (1999) enable modelling of relationships between manifest and latent variables. They extend structural equation modelling techniques, which are powerful tools in the social sciences. However, because of the complexity of the log-likelihood function of a GLLVM, an approximation such as numerical integration mus...

متن کامل

Risk Perception and Social Factors Affecting Protective Behaviors During the COVID-19 Pandemic in an Iranian Sample

The COVID-19 pandemic has changed the lives of people worldwide. Considering that no specific pharmaceutical treatment exists for this disease, the best way to deal with it is through prevention. However, many people in the community do not implement preventive behaviors. It is necessary to pay attention to the effective psychological and social factors of preventive behaviors. The present stud...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Annual review of psychology

دوره 53  شماره 

صفحات  -

تاریخ انتشار 2002