Projects in Awesome Lists tagged with partial-least-squares-regression

https://github.com/olivertomic/hoggorm

Explorative multivariate statistics in Python

chemometrics explorative-statistics multivariate-analysis multivariate-statistics partial-least-squares-regression principal-component-analysis statistics

Last synced: 04 Apr 2025

https://github.com/lalvim/partialleastsquaresregressor.jl

Implementation of a Partial Least Squares Regressor

julia julia-language kernel-pls2 leastsquares linear-algorithm machine-learning machine-learning-algorithms multivariate-analysis nipals partial-least-squares-regression pls pls-mlj-model pls1 regression regression-algorithms regression-analysis regressor squares-regressor

Last synced: 13 Feb 2025

https://github.com/selbouhaddani/OmicsPLS

R package for High dimensional data analysis and integration with O2PLS!

bioinformatics biostatistics data-integration latent-variable-models multi-omics omics partial-least-squares-regression pca pls principal-component-analysis

Last synced: 13 Apr 2025

https://github.com/jbris/multivariate_analysis_examples

Several examples of multivariate techniques implemented in R, Python, and SAS. Multivariate concrete dataset retrieved from https://archive.ics.uci.edu/ml/datasets/Concrete+Slump+Test. Credit to Professor I-Cheng Yeh.

canonical-correlation-analysis concrete dimension-reduction dimensionality-reduction factor-analysis mds multivariate multivariate-analysis multivariate-data multivariate-distributions multivariate-linear-regression multivariate-regression multivariate-statistics nmds partial-least-squares partial-least-squares-regression pca pca-analysis pls redundancy-analysis

Last synced: 04 May 2025

https://github.com/nanxstats/enpls

Algorithmic framework for measuring feature importance, outlier detection, model applicability evaluation, and ensemble predictive modeling with (sparse) partial least squares regressions.

chemometrics dimensionality-reduction ensemble-learning machine-learning outlier-detection partial-least-squares-regression

Last synced: 22 Apr 2025

https://github.com/nanxstats/ohpl

📈 Ordered Homogeneity Pursuit Lasso for Group Variable Selection

chemometrics high-dimensional-data homogeneity-pursuit lasso partial-least-squares-regression spectroscopy variable-selection

Last synced: 22 Apr 2025

https://github.com/scnext/scglr

An extension of the Fisher Scoring Algorithm to combine PLS regression with GLM estimation in the multivariate context. Covariates can be grouped in themes.

package partial-least-squares-regression r

Last synced: 15 Apr 2025