Package: silp 1.0.0

Yi-Hsuan Tseng

silp: Conditional Process Analysis (CPA) via Structural Equation Modeling (SEM) Approach

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>

Authors:Yi-Hsuan Tseng [aut, cre], Po-Hsien Huang [aut]

silp_1.0.0.tar.gz
silp_1.0.0.zip(r-4.5)silp_1.0.0.zip(r-4.4)silp_1.0.0.zip(r-4.3)
silp_1.0.0.tgz(r-4.4-any)silp_1.0.0.tgz(r-4.3-any)
silp_1.0.0.tar.gz(r-4.5-noble)silp_1.0.0.tar.gz(r-4.4-noble)
silp_1.0.0.tgz(r-4.4-emscripten)silp_1.0.0.tgz(r-4.3-emscripten)
silp.pdf |silp.html✨
silp/json (API)
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Bug tracker:https://github.com/tombjjj/silp/issues

On CRAN:

4 exports 1.16 score 18 dependencies 2 scripts

Last updated 30 days agofrom:fc9c06a062. Checks:OK: 1 NOTE: 6. Indexed: yes.

Exports:generate_dataresilpsilpsummary

Dependencies:cligluelatticelavaanlifecyclemagrittrMASSMatrixmnormtnumDerivpbivnormpurrrquadprogrlangsemToolsstringistringrvctrs