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2014, 1st edition., ISBN 1137370122, xx, 280
The study of narratives in a variety of disciplines has grown in recent years as a method of better explaining underlying concepts in their respective fields.... 
Policy sciences | Public administration | Political science
Book
2016, Synthesis lectures on data mining and knowledge discovery, ISBN 1627059784, Volume 12, xiii, 133
Many scientific disciplines rely on observational data of systems for which it is difficult (or impossible) to implement controlled experiments. Data analysis... 
Time-series analysis | Causality (Physics) | Computing and Processing
Book
Journal of Experimental Social Psychology, ISSN 0022-1031, 2011, Volume 47, Issue 6, pp. 1231 - 1236
The present article is concerned with a common misunderstanding in the interpretation of statistical mediation analyses. These procedures can be sensibly used... 
Spurious mediator | Attitude change | Sobel test | Causal model | FIT | PSYCHOLOGY, SOCIAL | CONVERGENT | VALIDATION
Journal Article
Annual Review of Public Health, ISSN 0163-7525, 3/2016, Volume 37, Issue 1, pp. 17 - 32
Journal Article
Journal Article
Journal Article
Journal of Statistical Software, ISSN 1548-7660, 08/2014, Volume 59, Issue 5, pp. 1 - 38
In this paper, we describe the R package mediation for conducting causal mediation analysis in applied empirical research. In many scientific disciplines, the... 
Causal mechanisms | Mediation, R | Mediation analysis | causal mechanisms | mediation analysis | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | SENSITIVITY-ANALYSIS | STATISTICS & PROBABILITY | MECHANISMS | mediation | IDENTIFICATION
Journal Article
1983, 2nd ed., Sage university papers series. Quantitative applications in the socialsciences, ISBN 0803906544, Volume 3., 96
Book
Stata Journal, ISSN 1536-867X, 2011, Volume 11, Issue 4, pp. 605 - 619
Estimating the mechanisms that connect explanatory variables with the explained variable, also known as "mediation analysis," is central to a variety of... 
Medsens | Sensitivity analysis | Causal mechanism | Direct effects | St0243 | Medeff | Mediation | causal mechanism | st0243 | medsens | sensitivity analysis | medeff | STATISTICS & PROBABILITY | SOCIAL SCIENCES, MATHEMATICAL METHODS | mediation | MODEL | direct effects | Statistical methods | Algorithms | Research | Mathematical research
Journal Article
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, ISSN 1364-503X, 02/2013, Volume 371, Issue 1984, p. 20110534
Independent component analysis is a probabilistic method for learning a linear transform of a random vector. The goal is to find components that are maximally... 
Blind source separation | Causal analysis | Non-Gaussianity | Independent component analysis | causal analysis | MAXIMUM-LIKELIHOOD | MULTIDISCIPLINARY SCIENCES | DECOMPOSITION | STATISTICAL-MODELS | ALGORITHMS | EMERGENCE | UNIQUENESS | independent component analysis | SUBJECT | MATRIX FACTORIZATION | blind source separation | non-Gaussianity | IDENTIFIABILITY | 1008 | 1006 | 146 | 1003 | Review | 175
Journal Article
American Journal of Respiratory and Critical Care Medicine, ISSN 1073-449X, 11/2011, Volume 184, Issue 10, pp. 1133 - 1139
Journal Article
Journal of Business Research, ISSN 0148-2963, 04/2013, Volume 66, Issue 4, pp. 463 - 472
This editorial suggests moving beyond relying on the dominant logic of multiple regression analysis (MRA) toward thinking and using algorithms in advancing and... 
Fuzzy set qualitative comparative analysis | Configuration | Multiple regression analysis | Consistency | Coverage | Algorithm | Predictive validity | Causal recipe | Fit validity | BUSINESS | Algorithms | Regression analysis
Journal Article
Structural Equation Modeling: A Multidisciplinary Journal, ISSN 1070-5511, 07/2013, Volume 20, Issue 3, pp. 361 - 383
The integration of modern methods for causal inference with latent class analysis (LCA) allows social, behavioral, and health researchers to address important... 
average causal effect | propensity scores | latent class analysis | causal inference | REGRESSION | PROPENSITY SCORE | HEAVY DRINKING | MISSING DATA | MULTIVARIATE | TRANSITION | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | MODELS | EM ALGORITHM | SOCIAL SCIENCES, MATHEMATICAL METHODS | COLLEGE ENROLLMENT | OUTCOMES
Journal Article