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Provides Reliability-Adjusted Product Indicator (RAPI) method to estimate effects among latent variables, thus allowing for more precise definition and analysis of mediation and moderation models. Our simulation studies reveal that while 'silp' may exhibit instability with smaller sample sizes and lower reliability scores (e.g., N = 100, omega = 0.7), implementing nearest positive definite matrix correction and bootstrap confidence interval estimation can significantly ameliorate this volatility. When these adjustments are applied, 'silp' achieves estimations akin in quality to those derived from latent moderated structural equations (LMS). In conclusion, the 'silp' package is a valuable tool for researchers seeking to explore complex relational structures between variables without resorting to commercial software. Hsiao et al.(2018)<doi:10.1177/0013164416679877> Kline & Moosbrugger(2000)<doi:10.1007/BF02296338> Cheung et al.(2021)<doi:10.1007/s10869-020-09717-0>.
| Version: | 1.0.0 |
| Imports: | Matrix, methods, lavaan, MASS, purrr, semTools, stats, stringr |
| Published: | 2024-08-23 |
| DOI: | 10.32614/CRAN.package.silp |
| Author: | Yi-Hsuan Tseng [aut, cre], Po-Hsien Huang [aut] |
| Maintainer: | Yi-Hsuan Tseng <r12227115 at g.ntu.edu.tw> |
| BugReports: | https://github.com/TomBJJJ/silp/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/TomBJJJ/silp |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | silp results |
| Reference manual: | silp.pdf |
| Package source: | silp_1.0.0.tar.gz |
| Windows binaries: | r-devel: silp_1.0.0.zip, r-release: silp_1.0.0.zip, r-oldrel: silp_1.0.0.zip |
| macOS binaries: | r-release (arm64): silp_1.0.0.tgz, r-oldrel (arm64): silp_1.0.0.tgz, r-release (x86_64): silp_1.0.0.tgz, r-oldrel (x86_64): silp_1.0.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.