partial-least-squares-regression
There are 33 repositories under partial-least-squares-regression topic.
olivertomic/hoggorm
Explorative multivariate statistics in Python
BiRG/pyopls
A Python 3 implementation of orthogonal projection to latent structures
lalvim/PartialLeastSquaresRegressor.jl
Implementation of a Partial Least Squares Regressor
selbouhaddani/OmicsPLS
R package for High dimensional data analysis and integration with O2PLS!
sm00thix/ikpls
Fast CPU and GPU Python implementations of Improved Kernel Partial Least Squares (PLS) by Dayal and MacGregor (1997) and Fast Partition-Based Cross-Validation With Centering and Scaling for XTX and XTY by Engstrøm and Jensen (2025).
sm00thix/cvmatrix
Computation of training set (X^T * W * X) and (X^T * W * Y) or (X^T * X) and (X^T * Y) in a cross-validation setting using the fast algorithms by Engstrøm and Jensen (2025).
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.
nanxstats/enpls
Algorithmic framework for measuring feature importance, outlier detection, model applicability evaluation, and ensemble predictive modeling with (sparse) partial least squares regressions.
gastonstat/plsdepot
R package plsdepot
eupassarinho/soil-carbon-and-spectroscopy-with-PLS-and-LASSO
R scripts for predicting soil organic carbon using soil spectral library from visible, near-infrared and shortwave-infrared (VNIR) and middle-infrared (MIR) using LASSO and PLS regression methods and the target-oriented cross-validation strategy.
ChristianGoueguel/HotellingEllipse
The HotellingEllipse package helps draw the Hotelling's T-squared ellipse on a PCA or PLS score scatterplot by computing the Hotelling's T-squared statistic and providing the ellipse's coordinates, semi-minor, and semi-major axes lengths.
nanxstats/OHPL
📈 Ordered Homogeneity Pursuit Lasso for Group Variable Selection
AlexanderSouthan/pyDataFitting
Specialized linear, polynomial (including equality constraints on points and slopes), multivariate and nonlinear regression/curve fitting functions.
opsabarsec/African-soil-chemistry-fertility-correlation
Correlation for African Soil between chemistry and fertility data using Logistic Regression. Treatment of infrared (FTIR) spectra by machine learning.
Aariq/PCA-vs-PLS
Research compendium for "Using the right tool for the job: understanding the difference between unsupervised and supervised analyses of multivariate ecological data."
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.
Animesh-Chourey/Age-Estimation-by-Regression
Age estimation is performed from the facial images.
arbasher/straSplit
Stratification of multi-label datasets
canbax/PyWristIdentification
Python implementation of the paper "A study on wrist identification for forensic investigation" https://www.sciencedirect.com/science/article/abs/pii/S0262885619300733
dr-armani/dimensionality-reduction
Comparing Different Methods
eshan-kaul/CMDA4654_Final_Project_Team_1
PLS Lesson
MoinDalvs/Learn_Multi_Linear_Regression
Prediction of Miles per gallon (MPG) Using Cars Dataset
CarlosADuranVIllalobos/Breast_Cancer_Diagnosis_ML
This project demonstrates the use of machine learning models to predict breast cancer diagnoses. The repository covers the entire workflow from data preprocessing and feature engineering to model training and evaluation, providing insights into diagnosis prediction with various ML models.
gapkim/cystfibr_dataset
Model Selection Using PCR, PLSR, Best subsets, Ridge Regression and Lasso Regression
Jiaxin-yyjx/House_Price_Prediction-Statistical_Learning
Machine Learning Project
junya737/weighted-pls-regression
A Python implementation of Weighted Partial Least Squares Regression with support for sample weights.
JVF368/wooldridge-econometria
Ejercicio de regresiones por distintos métodos (Mejor Selección de Conjuntos, Selección de pasos hacia adelante, Ridge, LASSO, Elastic Net, Componentes Principales, Mínimos Cuadrados Parciales, etc.)
phdpablo/PLScSEM
PLS-SEM Interactive Tutorial with cSEM R package
yusef320/Machine-Learning-with-Fortninte-data
PCA, Clustering, LDA y PLS Regression aplicado a estadísticas de partidas reales de Fortnite.
sdrttnclskn/tez-calismasi
Makine Öğrenme Metotları Kullanılarak Fonların Fiyat Tahmin için Model Geliştirilmesi
sumeetkotaria11/WorldBank_Loan
This project is aimed at predicting loan terms issued by World Bank to developing countries by using Regression, Decision Trees, K-Nearest Neighbors & PLSR in R
vivek2319/Advanced-Regression-Methods
This repository focuses on different linear regression methods which are uncommon.