Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods

No abstract is available for this paper.

• Publication year

  2004

• Venue

  Multivariate Behavioral Research

• Publication date

  2004-01-01

• Fields of study

  Medicine, Computer Science, Economics

• Identifiers
  DOI 10.1207/s15327906mbr3901_4PMID 20157642PMCID PMC2821115
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Mediation in experimental and nonexperimental studies: new procedures and recommendations.

  2002cited by this paper
• A comparison of methods to test mediation and other intervening variable effects.

  2002influential reference
• Bootstrap Methods: A Practitioner's Guide

  2001cited by this paper
• Mediating Mechanisms in a Program to Reduce Intentions to Use Anabolic Steroids and Improve Exercise Self-Efficacy and Dietary Behavior

  2001cited by this paper
• The Null Hypothesis Testing Controversy in Psychology

  1999cited by this paper
• The Bootstrap, the Jackknife, and the Randomization Test: A Sampling Taxonomy.

  1999cited by this paper
• Bootstrapping the Standard Error of the Mediated Effect

  1998influential reference
• Causal Inference in Statistical Models of the Process of Socioeconomic Achievement

  1998cited by this paper
• Local Social Ties in a Community and Crime Model: Questioning the Systemic Nature of Informal Social Control

  1997cited by this paper
• Haldane's Lungs: A Case Study in Path Analysis.

  1997cited by this paper
• Toward understanding individual effects in multicomponent prevention programs: Design and analysis strategies.

  1997cited by this paper
• What if there were no significance tests

  1997cited by this paper
• Effects of a multidimensional anabolic steroid prevention intervention: the Adolescents Training and Learning to Avoid Steroids (ATLAS) program

  1997cited by this paper
• The science of prevention: methodological advances from alcohol and substance abuse research.

  1997cited by this paper
• Effects of a multidimensional anabolic steroid prevention intervention. The Adolescents Training and Learning to Avoid Steroids (ATLAS) Program.

  1996cited by this paper
• Reliable confidence intervals. Discussion of ``Bootstrap confidence intervals'', by T. J. DiCiccio and B. Efron

  1996cited by this paper
• A Simulation Study of Mediated Effect Measures.

  1995influential reference
• The Impact of Random Predictors on Comparisons of Coefficients Between Models: Comment on Clogg, Petkova, and Haritou

  1995influential reference
• Reply to Allison: More on Comparing Regression Coefficients

  1995cited by this paper
• Exact Variance of Indirect Effects in Recursive Linear Models

  1995influential reference
• The epidemiology of social stress

  1995cited by this paper
• Analysis of mediating variables in prevention and intervention research.

  1994cited by this paper
• An algorithm to compute the cdf of the product of two normal random variables

  1994cited by this paper
• Estimating Mediated Effects in Prevention Studies

  1993cited by this paper
• Social Learning Theory

  1993cited by this paper
• Risk and protective factors for alcohol and other drug problems in adolescence and early adulthood: implications for substance abuse prevention.

  1992cited by this paper
• Statistical Methods for Analyzing Collapsibility in Regression Models

  1992cited by this paper
• Preventing alcohol, marijuana, and cigarette use among adolescents: peer pressure resistance training versus establishing conservative norms.

  1991cited by this paper
• Mediating mechanisms in a school-based drug prevention program: first-year effects of the Midwestern Prevention Project.

  1991influential reference
• Effect analysis and causation in linear structural equation models

  1990cited by this paper
• Randomization and Monte Carlo Methods in Biology.

  1990influential reference
• DIRECT AND INDIRECT EFFECTS: CLASSICAL AND BOOTSTRAP ESTIMATES OF VARIABILITY

  1990influential reference
• The robustness of estimates of total indirect effects in covariance structure models estimated by maximum

  1990cited by this paper
• Computer-intensive methods for testing hypotheses : an introduction

  1989cited by this paper
• Social support of children of divorce: Direct and stress buffering effects

  1989cited by this paper
• Causal Inference, Path Analysis and Recursive Structural Equations Models. Program Statistics Research, Technical Report No. 88-81.

  1988cited by this paper
• CAUSAL INFERENCE, PATH ANALYSIS AND RECURSIVE STRUCTURAL EQUATIONS MODELS

  1988influential reference
• Direct and Indirect Effects in Linear Structural Equation Models

  1987cited by this paper
• Meta-Analysis of 143 Adolescent Drug Prevention Programs: Quantitative Outcome Results of Program Participants Compared to a Control or Comparison Group

  1986cited by this paper
• Some New Results on Indirect Effects and Their Standard Errors in Covariance Structure Models

  1986cited by this paper
• The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.

  1986cited by this paper
• Mediators, Moderators, and Tests for Mediation.

  1984cited by this paper
• Selected Tables in Mathematical Statistics (Vol. VII), The Product of Two Normally Distributed Random Variables

  1983influential reference
• Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models

  1982cited by this paper
• Understanding Attitudes and Predicting Social Behavior

  1980cited by this paper
• The algebra of random variables

  1979cited by this paper
• Mathematical forms of the distribution of the product of two normal variables

  1978cited by this paper
• Data Analysis and Regression: A Second Course in Statistics

  1977cited by this paper
• Comment I

  1975cited by this paper
• The Decomposition of Effects in Path Analysis

  1975cited by this paper
• Socioeconomic background and achievement

  1972cited by this paper
• On the Distribution of Products of Random Variables

  1967cited by this paper
• The Distribution of Products of Independent Random Variables

  1966cited by this paper
• SURVEY DESIGN AND ANALYSIS: PRINCIPLES, CASES, AND PROCEDURES..

  1956cited by this paper
• Statistical Methods for Social Scientists.

  1954cited by this paper
• The probability function of the product of two normally distributed variables.

  1947influential reference
• On the Frequency Function of $xy$

  1936influential reference

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