Case-Deletion Diagnostics for Factor Analysis Models With Continuous and Ordinal Categorical Data
Bibliographic Data
| ID | 2330415 |
|---|---|
| Authors | Sik-Yum Lee, Sik‐yum Lee, Liang Xu (0009-0005-0008-0973, Chinese University of Hong Kong) |
| Year | 2003 |
| Volume | 31 |
| Issue | 3 |
| Pages | 389-419 |
| Publication date | 2003-02-01 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Sociological Methods & Research (JOURNAL) |
| Journal identifiers | ISSN: 0049-1241 • E-ISSN: 1552-8294 |
| Publisher | SAGE Publications Inc (PUBLISHER) |
| DOI | 10.1177/0049124102239081 |
| OpenAlex | W2046269623 |
| Language | EN |
| Citations received | 2 |
| References cited | 32 |
This article proposes a method to detect influential observations in a factor analysis model with continuous and ordinal categorical variables. The key ideas are to treat the latent factors as hypothetical missing data and then develop the diagnostic measures on the basis of the conditional expectation of the complete-data log-likelihood function in the EM algorithm. A one-step approximation is proposed to reduce the computational burden. Building blocks for achieving the diagnostic measures are computed via observations generated by the Gibbs sampler. Results from a simulation study and an illustrative real example are presented
Categorical variable · Data mining · Econometrics · Factor (programming language) · Key (lock) · Latent variable · Missing data · Ordinal data · Ordinal optimization · Ordinal regression · Statistics · Artificial Intelligence · Bayesian Methods and Mixture Models · Bayesian Modeling and Causal Inference · Computer Science · Mathematics · Statistical Methods and Bayesian Inference
Regression Diagnostics
Robust Regression and Outlier Detection
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
Detection of Influential Observation in Linear Regression
Maximum Likelihood from Incomplete Data Via the EM Algorithm
Structural Equations with Latent Variables
The effects of establishment practices, knowledge and attitudes on condom use among Filipina sex workers
Estimation of Contamination Parameters and Identification of Outliers in Multivariate Data
Outliers and Improper Solutions
Regression Diagnostics
| Citations per year | 0.1 |
|---|---|
| Citation span | 2005 - 2023 (19) |
| Highly cited | No |