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Scientific Knowledge Base

Understand every method, from first step to algorithm.

Practical workflows, methodological reasoning, equations, implementation details, verified references, and honest validation boundaries.

Transparent by designDocumentation maps public methods to the code, tests, estimators, defaults, and benchmark evidence actually in Surv.lytics.
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Getting started11 articles
02
Methodology guide4 articles
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Technical & algorithm documentation12 articles
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Factor Analysis & SEMTechnical & algorithm documentation

Exploratory factor analysis

Explore common-factor structure with factorability and dimensionality diagnostics.

Source reviewedRead
Factor Analysis & SEMTechnical & algorithm documentation

Confirmatory factor analysis

Estimate a researcher-approved reflective measurement model using supported continuous-indicator ML procedures.

Independently benchmarkedRead
Factor Analysis & SEMTechnical & algorithm documentation

Covariance-based SEM workflow

Extend an approved CFA into a recursive latent structural model.

Independently benchmarkedRead
Factor Analysis & SEMTechnical & algorithm documentation

PLS-SEM workflow

Estimate supported recursive PLS path models with reflective Mode A and configured formative Mode B constructs.

Independently benchmarkedRead