Gastón Sánchez's plsdepot provides implementations of multiple Partial Least Squares (PLS) analysis methods. The software includes algorithms for one or two data tables, such as Tucker's Inter-Battery, NIPALS, SIMPLS, and PLS Regression. Its main reference is the French book 'La Regression PLS: Theorie et Pratique' by Michel Tenenhaus.
Use Cases
- Perform PLS regression analysis based on the described methods for modeling relationships between data tables.
- Apply canonical correlation analysis using the PLS Canonical Analysis (PLS-CA) method mentioned in the description.
- Compare algorithm performance across different PLS implementations like NIPALS and SIMPLS.
- Conduct inter-battery factor analysis using the Tucker's Inter-Battery method referenced in the description.
Strengths
- Implements multiple established PLS methods, including Tucker's Inter-Battery, NIPALS, and SIMPLS.
- Based on a primary reference text ('La Regression PLS: Theorie et Pratique') for theoretical grounding.
Limitations
- Column-level documentation is absent; field semantics must be inferred after download.
- Row count is unknown, which may limit suitability assessment.
- Last update date is unknown; freshness unverified.
Provenance
- Source
- Gastón Sánchez
- Collection Method
- Software implementation of statistical methods.
- Time Range
- null
- Freshness
- Last updated date is unknown.
- Geography
- null