Component Analysis versus Common Factor Analysis: Some Further Observations

The Application of Electronic Computers to Factor Analysis

1960 • 10,852 citations

Principal Component Analysis

1986 • 7,864 citations

Some mathematical notes on three-mode factor analysis

1966 • 3,927 citations

Goodness-of-fit indexes in confirmatory factor analysis: The effect of sample size.

1988 • 3,567 citations

The approximation of one matrix by another of lower rank

1936 • 3,560 citations

Comparison of five rules for determining the number of components to retain.

1986 • 2,819 citations

Evaluation of goodness-of-fit indices for structural equation models.

1989 • 2,604 citations

Determining the number of components from the matrix of partial correlations

1976 • 2,205 citations

The effect of sampling error on convergence, improper solutions, and goodness-of-fit indices for maximum likelihood confirmatory factor analysis

1984 • 1,685 citations

Statistical Inference in Factor Analysis

1956 • 926 citations

Component Analysis versus Common Factor Analysis: Some issues in Selecting an Appropriate Procedure

1990 • 724 citations

The eigenvalues-greater-than-one rule and the reliability of components.

1988 • 426 citations

Common Factor Analysis versus Component Analysis: Some Well and Little Known Facts

1990 • 401 citations

VI.—The Estimation of Factor Loadings by the Method of Maximum Likelihood

1940 • 378 citations

A Comparison of Alternatives to Conducting Monte Carlo Analyses for Determining Parallel Analysis Criteria

1989 • 333 citations

Notes on factorial invariance

1964 • 329 citations

Offending estimates in covariance structure analysis: Comments on the causes of and solutions to Heywood cases.

1987 • 312 citations

Image theory for the structure of quantitative variates

1953 • 296 citations

The Effects of Sampling Error and Model Characteristics on Parameter Estimation for Maximum Likelihood Confirmatory Factor Analysis

1985 • 260 citations

The Behavior Of Number-Of-Factors Rules With Simulated Data

1982 • 258 citations

A Regression Equation for the Parallel Analysis Criterion in Principal Components Analysis: Mean and 95th Percentile Eigenvalues

1989 • 240 citations

Choice of structural model via parsimony: A rationale based on precision.

1989 • 213 citations

On the Equivalence of Factors and Components

1990 • 202 citations

Some rao-guttman relationships

1962 • 141 citations

Interpretation of canonical analysis: Rotated vs. unrotated solutions

1976 • 112 citations

Alcoholic personality types: Identification and correlates.

1974 • 107 citations

The Relation Between Factor Score Estimates, Image Scores, and Principal Component Scores

1976 • 98 citations

Some Additional Thoughts on Components, Factors, and Factor Indeterminancy

1990 • 92 citations

Posterior analysis of the factor model

1981 • 89 citations

Component analysis in cross-sectional and longitudinal data

1988 • 84 citations

Blurring the Distinctions Between Component Analysis and Common Factor Analysis

1990 • 84 citations

Multistructure Statistical Model Applied To Factor Analysis

1976 • 73 citations

An Empirical Comparison Of The Similarity Of Principal Component, Image, And Factor Patterns

1977 • 72 citations

Facts, Fictions, and Common Sense About Factors and Components

1990 • 70 citations

To what extent can communalities reduce rank?

1958 • 67 citations

Bias in Pattern Loadings Represented by Common Factor Analysis and Component Analysis

1990 • 66 citations

Principles versus Principals of Structural Factor Analyses

1990 • 66 citations

A statistical development of three‐mode factor analysis

1979 • 61 citations

Parallel Analysis Criteria: Revised Equations for Estimating the Latent Roots of Random Data Correlation Matrices

1989 • 58 citations

Notes and Commentary: Regression Equations for the Latent Roots of Random Data Correlation Matrices with Unities on the Diagonal

1986 • 51 citations

Maximum-likelihood estimation in common factor analysis: A cautionary note.

1980 • 47 citations

Component Analysis versus Common Factor Analysis: A Case of Disputed Authorship

1990 • 46 citations

Regression Equations for the Latent Roots of Random Data Correlation Matrices with Unities on the Diagonal.

1986 • 45 citations

A Cautionary Note on the Use of Principal Components Analysis

1986 • 43 citations

On component analyses

1985 • 36 citations

A Comparison of the Stability of Factor Analysis, Principal Component Analysis, and Rescaled Image Analysis

1974 • 34 citations

Resolution of the heywood case in the minres solution

1966 • 29 citations

Offending estimates in covariance structure analysis: Comments on the causes of and solutions to Heywood cases.

1987 • 24 citations

Improving the metric quality of questionnaire data

1973 • 19 citations

Least Squares and Latent Variables

1990 • 15 citations

Occupational classification in terms of interest patterns

1975 • 13 citations

Whatever Happened to Broad Perspective?

1990 • 11 citations

Basic Structure Content Scaling

1979 • 10 citations

A Cautionary Note on the Use of Factor Analysis:

1989 • 8 citations

Computer Program Exchange

1989 • 7 citations

A Note on Using Factor Analysis and other Procedures in Research:

1989 • 3 citations

Differences in Empirical Results Using Principal Components and Factor Analysis:

1989 • 3 citations