Scrayil/Air-Quality-Prediction

The aim of this project is to develop a machine learning model to predict the levels of CO in the air using historical datasets containing atmospheric variables. The project makes use of variables selection, decision trees, and cross-validation techniques to ensure robustness and model accuracy.

Language: R - Size: 2.12 MB - Last synced: about 4 hours ago - Pushed: about 7 hours ago - Stars: 0 - Forks: 0

agugonrey/MOSS

MOSS: Multi-Omic integration via Sparse Singular Decomposition

Language: R - Size: 10.3 MB - Last synced: 7 days ago - Pushed: 3 months ago - Stars: 7 - Forks: 3

ajmolstad/penAFT

R package for fitting semiparametric accelerated failure time models in high dimensions

Language: R - Size: 4.6 MB - Last synced: 10 days ago - Pushed: 11 days ago - Stars: 0 - Forks: 1

majianthu/pycopent

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python

Language: Python - Size: 1.4 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 134 - Forks: 29

boost-R/FDboost

Boosting Functional Regression Models. The current release version can be found on CRAN (http://cran.r-project.org/package=FDboost).

Language: R - Size: 9.16 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 16 - Forks: 5

hruffieux/atlasqtl

atlasqtl R package - Fast global-local hotspot QTL detection

Language: R - Size: 791 KB - Last synced: 21 days ago - Pushed: 22 days ago - Stars: 4 - Forks: 2

modal-inria/MLGL

Procedure of variable selection in the context of redundancy between explanatory variables, which holds true with high dimensional data

Language: R - Size: 172 KB - Last synced: 24 days ago - Pushed: about 1 year ago - Stars: 3 - Forks: 1

nanxstats/OHPL

📈 Ordered Homogeneity Pursuit Lasso for Group Variable Selection

Language: R - Size: 3.38 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 6 - Forks: 1

HannaMeyer/CAST

Developer Version of the R package CAST: Caret Applications for Spatio-Temporal models

Language: R - Size: 71.7 MB - Last synced: 20 days ago - Pushed: 20 days ago - Stars: 101 - Forks: 29

boost-R/mboost

Boosting algorithms for fitting generalized linear, additive and interaction models to potentially high-dimensional data. The current relase version can be found on CRAN (http://cran.r-project.org/package=mboost).

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zhichaoxu04/MetaR2M

A novel meta-analysis framework of the R-squared (R2)-based mediation effect estimation for high-dimensional omics mediators

Language: R - Size: 1.27 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 1 - Forks: 0

theochem/Selector

Methods for selecting diverse (molecular) database.

Language: Jupyter Notebook - Size: 19.7 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 21 - Forks: 19

stan-dev/projpred

Projection predictive variable selection

Language: R - Size: 23.6 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 107 - Forks: 26

biona001/Knockoffs.jl

Variable Selection with Knockoffs

Language: Julia - Size: 11.7 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 6 - Forks: 0

biona001/GhostKnockoffGWAS

Package for analyzing GWAS summary statistics data

Language: Julia - Size: 11.3 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 1 - Forks: 0

avehtari/modelselection

Case studies on model assessment, model selection and inference after model selection

Language: HTML - Size: 54.9 MB - Last synced: 19 days ago - Pushed: 4 months ago - Stars: 170 - Forks: 35

merliseclyde/BAS

BAS R package https://merliseclyde.github.io/BAS/

Language: C - Size: 146 MB - Last synced: 8 days ago - Pushed: about 1 month ago - Stars: 41 - Forks: 16

neilalex/lmito

Linear Model Interaction Terms Optimizer

Language: R - Size: 98.6 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 1 - Forks: 0

ConsBiol-unibern/SDMtune

Performs Variables selection and model tuning for Species Distribution Models (SDMs). It provides also several utilities to display results.

Language: R - Size: 198 MB - Last synced: 21 days ago - Pushed: 2 months ago - Stars: 23 - Forks: 7

lcrawlab/SINATRA

A statistical framework for feature selection and association mapping with 3D shapes

Language: R - Size: 547 KB - Last synced: about 2 months ago - Pushed: 8 months ago - Stars: 8 - Forks: 4

lcrawlab/SINATRA_AoAS_Results

Reproducibility repo for the simulation and real data results in the SINATRA manuscript set to appear in AoAS.

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kstawiski/OmicSelector

OmicSelector - Environment, docker-based application and R package for biomarker signiture selection (feature selection) & deep learning diagnostic tool development from high-throughput high-throughput omics experiments and other multidimensional datasets. Initially developed for miRNA-seq, RNA-seq and qPCR.

Language: R - Size: 54.5 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 30 - Forks: 3

ramachandran-lab/ESNN

Code and simulations using an Ensemble of Single-Effect Neural Networks (ESNN)

Language: Python - Size: 5.38 MB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 4 - Forks: 1

environmentalinformatics-marburg/ML_Spatial

Case studies for testing the risk of overfitting and the need for variable selection in spatial (-temporal) predictive modelling

Language: R - Size: 43 KB - Last synced: about 2 months ago - Pushed: over 5 years ago - Stars: 1 - Forks: 4

lcrawlab/SINATRA-Pro

Topological data analytic approach for discovering biophysical signatures in protein dynamics

Language: Python - Size: 34.3 MB - Last synced: about 2 months ago - Pushed: 2 months ago - Stars: 4 - Forks: 1

alberto-santini/min-knapsack-with-compactness

Algorithms for the min-Knapsack problem with compactness constraints.

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PayThePizzo/Predictive-Analysis-Notes 📦

Predictive Analysis Course's notes for Computer Science B.S. at Ca' Foscari University of Venice

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akashborigi/Shill-Bidding-Analysis

Implemented a couple of supervised, un-supervised and dimensionality reduction algorithms to visualise the behaviour of shill bidding data.

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biometrician/abe-for-sas

Augmented backward elimination for SAS: A Pragmatic and Purposeful Way to Develop Statistical Models

Language: SAS - Size: 226 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

nilotpalsanyal/GWASinlps

R package for Non-local Prior Based Iterative Variable Selection for Genome-Wide Association Studies, or Other High-Dimensional Data

Language: R - Size: 610 KB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

majianthu/copent

R package for estimating copula entropy (mutual information), transfer entropy (conditional mutual information), and the statistic for multivariate normality test and two-sample test

Language: R - Size: 61.5 KB - Last synced: about 6 hours ago - Pushed: 10 months ago - Stars: 38 - Forks: 9

ELToulemonde/dataPreparation

Data preparation for data science projects.

Language: R - Size: 5.18 MB - Last synced: 26 days ago - Pushed: 11 months ago - Stars: 31 - Forks: 10

yingzima/Stock-Market-Prediction

Analysis of the Underlying Dynamics in the Stock Market: Stock Price of Southwest Airlines and Its Relationship with Other Stocks in the Market

Language: R - Size: 6.84 KB - Last synced: 3 months ago - Pushed: over 5 years ago - Stars: 0 - Forks: 0

boost-R/gamboostLSS

Boosting models for fitting generalized additive models for location, shape and scale (GAMLSS) to potentially high dimensional data. The current relase version can be found on CRAN (https://cran.r-project.org/package=gamboostLSS).

Language: R - Size: 6.82 MB - Last synced: about 2 months ago - Pushed: 7 months ago - Stars: 26 - Forks: 11

hlorenzo/ddsPLS

Analysis of multi-block supervised problems thanks to SVD-based methods permitting variable selection.

Language: R - Size: 18.9 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 2

femtonelson/Linear-Regression-in-R

Predicting a startup's profitability with a linear regression model in R

Language: R - Size: 139 KB - Last synced: 4 months ago - Pushed: over 4 years ago - Stars: 0 - Forks: 0

jlaskow/Kaggle-House-Price-Predictions-in-Ames-Iowa

The following is a group Kaggle project using multiple linear regression models to predict housing prices in Ames, Iowa. The final Kaggle Score of all price predictions was 0.20623.

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hruffieux/locus

locus R package - Large-scale variational inference for variable selection in sparse multiple-response regression

Language: R - Size: 1.03 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 9 - Forks: 2

Ali-Mahzarnia/MFSGrp-class2

R package: Computes the solution path of the multivariate Scalar-on-Functional Elastic Net regression in serial and parallel.

Language: R - Size: 479 KB - Last synced: 4 months ago - Pushed: about 2 years ago - Stars: 2 - Forks: 0

Ali-Mahzarnia/MFSGrp

R package: Computes the solution path of the multivariate Scalar-on-Functional Elastic Net regression in serial and parallel.

Language: R - Size: 307 KB - Last synced: 4 months ago - Pushed: about 2 years ago - Stars: 1 - Forks: 1

shounakch/SAID

Implements Synergistic Antagonistic Interaction Detection (SAID) for modeling interactions between health effects of exposures.

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He-jiazhi/Analysis-of-HIV-Drug-Resistance-Data

STAT 2131 (Applied Statistical Method 1) Course Final Project at Pitt in 2023 Fall.

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joshloyal/sliced

sliced: scikit-learn compatible sufficient dimension reduction

Language: Python - Size: 3.9 MB - Last synced: 22 days ago - Pushed: 5 months ago - Stars: 19 - Forks: 9

abhishek1377/Customer-LifetTime-Value-Prediction

CLV prediction using Regression Analysis of customer invoice data for an online retail store

Size: 176 KB - Last synced: 6 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

Clement-W/SIRthresholded

Variable selection with Sliced Inverse Regression (SIR) thresholded

Language: R - Size: 3.95 MB - Last synced: 6 months ago - Pushed: 12 months ago - Stars: 1 - Forks: 0

lcrawlab/GOALS

Code and tutorials for implementing the GlObal And Local Score

Language: R - Size: 1.17 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 0 - Forks: 0

uhkniazi/CCrossValidation

Class to perform cross validation and draw ROC curves for Test and Training data

Language: R - Size: 39.1 KB - Last synced: 7 months ago - Pushed: about 5 years ago - Stars: 0 - Forks: 1

statalasso/pdslasso

PDSLASSO: Stata module for post-selection and post-regularization OLS or IV estimation and inference

Language: Stata - Size: 449 KB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 5 - Forks: 2

lorinanthony/BAKR

Code and Simulations using Bayesian Approximate Kernel Regression (BAKR)

Language: C++ - Size: 4.22 MB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 10 - Forks: 3

hruffieux/mQTL_analysis_example

Replication of an mQTL analysis using the ``locus'' method on simulated data

Language: R - Size: 34.2 KB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 2 - Forks: 0

XiaoruiZhu/SPSP

A novel approach for feature selection based on the entire solution paths rather than the choice of a single tuning parameter, which significantly improves the accuracy of the selection.

Language: R - Size: 1.47 MB - Last synced: 14 days ago - Pushed: 6 months ago - Stars: 1 - Forks: 0

mztrk/ImportantVariables

Important Variable selection

Size: 2.93 KB - Last synced: 7 months ago - Pushed: almost 5 years ago - Stars: 1 - Forks: 0

Srungeer-Simha/Linear-Regression

Applying Linear regression for car price prediction and key variable identification

Language: R - Size: 29.3 KB - Last synced: 7 months ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

Srungeer-Simha/Logistic-Regression

Applying logistic regression to predict employee attrition and understand key contributors to attrition

Language: R - Size: 10.1 MB - Last synced: 7 months ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

EhtashamBillah/Variable-Selection-By-Recursive-Feature-Elimination-RFE-

All independent variables do not have the similar impact on dependent variable. Here we will try to find the independent varibles that have most significant impact on dependent variable to make the ML algorithm fast and accurate by utilizing RFE.

Language: R - Size: 4.88 KB - Last synced: 7 months ago - Pushed: almost 6 years ago - Stars: 0 - Forks: 0

EhtashamBillah/Variable-Selection-By-Least-Absolute-Shrinkage-and-Selection-Operator-LASSO-

All independent variables do not have the similar impact on dependent variable. Here we will try to find the independent varibles that have most significant impact on dependent variable to make the ML algorithm fast and accurate by utilizing LASSO.

Language: R - Size: 1.95 KB - Last synced: 7 months ago - Pushed: almost 6 years ago - Stars: 1 - Forks: 0

adataschultz/LoanApproval_LendingClub

Predict loan approval by using different variable selection methods

Language: Jupyter Notebook - Size: 511 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

Sundar0989/WOE-and-IV

Language: Jupyter Notebook - Size: 361 KB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 136 - Forks: 97

jaredhuling/vennLasso

Variable selection for heterogeneous populations using the vennLasso penalty

Language: C++ - Size: 4.45 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 5 - Forks: 0

mtnbikerjoshua/jcreg

A collection of functions for checking the assumptions of linear regression and performing variable selection.

Language: R - Size: 80.1 KB - Last synced: 9 months ago - Pushed: about 3 years ago - Stars: 0 - Forks: 0

Sundar0989/Variable-Selection-Using-Python

Language: Jupyter Notebook - Size: 47.9 KB - Last synced: 9 months ago - Pushed: over 4 years ago - Stars: 26 - Forks: 25

shaobo-li/hrqglas

An R Package for Group Variable Selection for Quantile and Robust Mean Regression

Language: R - Size: 59.6 KB - Last synced: 9 months ago - Pushed: about 1 year ago - Stars: 1 - Forks: 1

mjkim1001/AS21

Applied Statistics I, 2021, UNC at Chapel Hill-linear regression

Size: 729 KB - Last synced: 9 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

Mamba413/bess

Best Subset Selection algorithm for Regression, Classification, Count, Survival analysis

Language: C++ - Size: 20.7 MB - Last synced: 10 days ago - Pushed: about 3 years ago - Stars: 17 - Forks: 2

hofnerb/stabs

Stability Selection with Error Control

Language: R - Size: 820 KB - Last synced: 6 months ago - Pushed: over 3 years ago - Stars: 25 - Forks: 9

Mamba413/cdcsis

Conditional Distance Correlation based Statistical Method

Language: C++ - Size: 166 KB - Last synced: 21 days ago - Pushed: over 2 years ago - Stars: 6 - Forks: 2

SzymonNowakowski/DMRnet Fork of cran/DMRnet

This is a development version of DMRnet — Delete or Merge Regressors Algorithms for Linear and Logistic Model Selection and High-Dimensional Data.

Language: R - Size: 38.4 MB - Last synced: 6 months ago - Pushed: 10 months ago - Stars: 0 - Forks: 0

isaac2math/solarpy

subsample-order least-angle regression, a algorithm that performs quick, sparse, stable and accurate variable selection for ultrahigh dimensional data under complicated dependence structures, harsh irrepresentable conditions and high multicollinearity.

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liangyuanhu/RR-BART

A flexible approach for variable selection in the presence of missing data

Language: R - Size: 22.5 KB - Last synced: 10 months ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

rijul11/Credit-Card-Fraud-Detection

Fraud Detection on Credit Transaction using Data Cleaning, Variable Creation, Feature Selection, ML Model Exploration and Selection

Language: Jupyter Notebook - Size: 8.88 MB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 0 - Forks: 1

n2mittal/Credit-Card-Fraud-Detection

Reproducible Machine Learning Code to detect potential Credit Card Fraud Transactions

Language: Jupyter Notebook - Size: 0 Bytes - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 0 - Forks: 0

ImperialCollegeLondon/R2GUESS

Wrapper functions for GUESS

Language: C++ - Size: 814 KB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 1 - Forks: 3

asimantobar/Translation

Language: Python - Size: 213 KB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 1 - Forks: 0

lingfeiwang/lassopv

Nonparametric P-Value Estimation for Predictors in Lasso

Language: R - Size: 21.5 KB - Last synced: 6 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 1

htpusa/scanoncorr

Sparse canonical correlation analysis

Language: MATLAB - Size: 158 KB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 4 - Forks: 0

TuoooLiu666/Applied-Biostatistics-Projects

This repository commits to the application of biostatistics knowledge on clinical, randomized trials and observational studies.

Language: HTML - Size: 900 KB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 4 - Forks: 0

slipguru/l1l2py

l1l2py is a Python package to perform variable selection by means of l1l2 regularization with double optimization.

Language: Python - Size: 3.58 MB - Last synced: about 2 months ago - Pushed: over 6 years ago - Stars: 9 - Forks: 3

lcrawlab/BANNs

Code and simulations using biologically annotated neural networks

Language: HTML - Size: 22 MB - Last synced: 7 months ago - Pushed: over 2 years ago - Stars: 20 - Forks: 3

robertofernandezmartinez/businesscase-python-real-estate-airbnb-public

Business case (Python): Finding opportunities for real-estate investments on an European capital

Size: 1.95 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

robertofernandezmartinez/businesscase-python-cro-ecommerce-public

Business case (Python): CRO for an online store

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robertofernandezmartinez/businesscase-sql-wholesaler-public

SQL: Revenue optimization for a multinational wholesaler

Size: 12.7 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

humburg/miPredict

Language: R - Size: 184 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 1 - Forks: 0

georgiosseitidis/ssifs

Stochastic Search Inconsistency Factor Selection

Language: R - Size: 10.5 MB - Last synced: 30 days ago - Pushed: about 1 year ago - Stars: 2 - Forks: 0

AshwiniKV/TEHReview---MRC-CTU

Review: Data-driven methodology for detecting treatment effect heterogeneity

Language: R - Size: 311 KB - Last synced: 3 months ago - Pushed: about 3 years ago - Stars: 1 - Forks: 0

RuzhangZhao/BenchmarkHVG_old

Language: R - Size: 11.7 KB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

jaredhuling/oem

Penalized least squares estimation using the Orthogonalizing EM (OEM) algorithm

Language: C++ - Size: 8.22 MB - Last synced: 7 months ago - Pushed: 10 months ago - Stars: 23 - Forks: 7

zjg540066169/BMIselect

Source Code for Paper "Bayesian MI-LASSO for variable selection on multiply-imputed data" (Arxiv: https://arxiv.org/abs/2211.00114)

Language: Python - Size: 240 KB - Last synced: about 2 months ago - Pushed: about 1 year ago - Stars: 4 - Forks: 0

lorinanthony/RATE

Code for Variable Selection in Black Box Methods with RelATive cEntrality (RATE) Measures

Language: Jupyter Notebook - Size: 20.7 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 17 - Forks: 4

sestelo/fwdselect

An R package for selecting variables in regression models

Language: R - Size: 188 KB - Last synced: 2 months ago - Pushed: over 8 years ago - Stars: 1 - Forks: 1

RuzhangZhao/mixhvg

The package mixhvg uses mixture of highly variable gene selection methods to improve gene selection.

Language: R - Size: 5.02 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 2 - Forks: 0

adrian-io/pisa-clustered-ols

Prediction of all countries’ PISA scores with macroeconomic indicators using pooled OLS with clustered standard errors

Language: Jupyter Notebook - Size: 85 KB - Last synced: 12 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

majianthu/aps2020

Code for the paper 'Variable Selection with Copula Entropy' published on Chinese Journal of Applied Probability and Statistics

Language: R - Size: 86.9 KB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 14 - Forks: 3

MalikHebbat/Thesis---Code

Code for Master Thesis

Language: R - Size: 5.19 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

S-Soluel/STAT-172-Final-Project

Final Project: Predictive and descriptive analysis, interpretations, and recommendations based on Austin Animal Center data on cats housed at the shelter. The main focus of this analysis is to determine which factors affect a cat's chances of being adopted or returned to their owner.

Language: R - Size: 3.02 MB - Last synced: 11 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

JorgeCastilloMateo/GEVSSVS

GEV-SSVS regression

Language: R - Size: 19.5 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

abhianik/dpdSIS

Robust Sure Independence Screening using the Minimum Density Power Divergence Estimators

Language: R - Size: 69.3 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 5 - Forks: 1

matteopelagatti/indeptest

Code and data of the paper "A nonparametric test of independence between two random variables of any kind"

Language: R - Size: 328 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

dmolitor/bolasso

Model consistent Lasso estimation through the bootstrap.

Language: R - Size: 980 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 2 - Forks: 0

nanxstats/msaenet

🧲 Multi-step adaptive estimation for reducing false positive selection in sparse regressions

Language: R - Size: 9.2 MB - Last synced: 6 months ago - Pushed: almost 2 years ago - Stars: 13 - Forks: 6

LyonsZhang/BAZE

Bayesian zero-constrained regression with compositional covariates

Language: MATLAB - Size: 83 KB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 2 - Forks: 2