sasLM
sasLM computes type III sums of squares for linear models to reproduce SAS® PROC GLM/PROC REG/ANOVA statistical outputs.
Key Features:
- Compatibility with SAS® Procedures: Aligns computations with SAS® PROC GLM, PROC REG, and ANOVA procedures to match SAS® outputs.
- Type III Sum of Squares Calculation: Computes type III sums of squares (SS) for linear models to support analysis of nested and complex designs.
- Validation Against SAS® Standards: Validated against SAS® results using datasets from ten books and articles covering 194 models, producing identical results to SAS®.
Scientific Applications:
- Biostatistics: Analyzing biological data with nested designs where type III SS influences significance testing.
- Epidemiology: Performing analyses in studies that require robust variance component assessment affected by sum-of-squares type.
- Psychometrics and Social Sciences: Interpreting interaction effects in multifactorial experiments where type III SS is required.
Methodology:
Implements algorithms mirroring SAS® PROC GLM/PROC REG/ANOVA to compute type III sums of squares and reproduce ANOVA tables consistent with SAS® outputs.
Topics
Details
- License:
- GPL-3.0
- Programming Languages:
- SAS, R
- Added:
- 1/18/2021
- Last Updated:
- 2/11/2021
Operations
Publications
Sunwoo J, Kim H, Choi D, Bae K. Validation of “sasLM,” an R package for linear models with type III sum of squares. Translational and Clinical Pharmacology. 2020;28(2):83. doi:10.12793/tcp.2020.28.e9. PMID:32656159. PMCID:PMC7327187.