generalized-linear-models

There are 4 repositories under generalized-linear-models topic.

statsmodels / statsmodels
Statsmodels: statistical modeling and econometrics in Python
count-model data-analysis data-science econometrics forecasting generalized-linear-models hypothesis-testing prediction python regression-models robust-estimation statistics timeseries-analysis
Language:Python 10265
NICTA / revrand
A library of scalable Bayesian generalised linear models with fancy features
gaussian-processes bayesian-inference regression generalized-linear-models fourier-features
Language:Python 60
yaglm / yaglm
A python package for penalized generalized linear models that supports fitting and model selection for structured, adaptive and non-convex penalties.
statistics machine-learning penalized-regression generalized-linear-models lasso-regression optimization-algorithms tuning-algorithm
Language:Python 55
helske / walker
Bayesian Generalized Linear Models with Time-Varying Coefficients
bayesian generalized-linear-models mcmc r stan time-series
Language:HTML 44
merliseclyde / BAS
BAS R package for Bayesian Model Averaging and Variable Selection
bayesian predictive-modeling model-selection mcmc r-package cran regression variable-selection bayesian-inference generalized-linear-models linear-regression logistic-regression poisson-regression
Language:R 43
NErler / JointAI
Joint Analysis and Imputation of generalized linear models and linear mixed models with missing values
imputation missing-values bayesian linear-mixed-models linear-regression-models mcmc-sample jags survival mcmc-sampling joint-analysis missing-data imputations glm glmm generalized-linear-models rstats
Language:R 28
theislab / batchglm
Fit generalized linear models in python.
generalized-linear-models tensorflow differential-expression
Language:Python 27
friendly / vcdExtra
Extensions and additions to vcd: Visualizing Categorical Data
categorical-data-visualization generalized-linear-models mosaic-plots r-package
Language:HTML 25
tlverse / causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
causal-inference causal-learning data-science generalized-linear-models heterogeneous-treatment-effects high-dimensional-inference interpretable-machine-learning machine-learning marginal-structural-models nonparametric-statistics projection r r-package relative-risk-regression robust-statistics semiparametric-estimation statistics targeted-learning treatment-effects working-model
Language:R 24
mkearney / tidyreg
🎓 Tidy regression tools for academics
tidyversity statistics regression generalized-linear-models linear-models quantitative-methods
Language:R 23
andreaskapou / BPRMeth
Modelling DNA methylation profiles
clustering dna-methylation epigenetics generalized-linear-models methylation-profiles
Language:R 22
aromanro / MachineLearning
From linear regression towards neural networks...
adagrad adam-optimizer backpropagation data-analysis data-science generalized-linear-models gradient-descent linear-regression logistic-regression machine-learning machine-learning-algorithms multilayer-perceptron-network nadam nesterov-accelerated-sgd nesterov-momentum neural-network rmsprop
Language:C++ 21
DoseResponse / drc
Fitting dose-response models in R
dose-response-modeling generalized-linear-models nonlinear-regression r
Language:R 21
emjun / tisane
Specification language for generating Generalized Linear Models (with or without mixed effects) from conceptual models
domain-specific-language generalized-linear-mixed-models generalized-linear-models linear-models linear-regression statistical-analysis statistical-validity statistics
Language:Python 21
yufongpeng / AnovaBase.jl
A simple framework for ANOVA on various types of Julia statistical models
anova f-test generalized-linear-models likelihood-ratio-test linear-mixed-effects linear-models
Language:Julia 20
jolars / SLOPE
Sorted L1 Penalized Estimation
slope sparse-regression r generalized-linear-models
Language:R 17
hturner / gnm
gnm package for generalized nonlinear models in R
generalized-nonlinear-models generalized-linear-models statistical-models r
Language:R 16
Eden-Kramer-Lab / GLM-CFC
A GLM based approach to measure CFC
cross-frequency-coupling frequency-domain functional-connectivity generalized-linear-models neuroscience time-series
Language:MATLAB 15
QCBSRworkshops / workshop06
Workshop 6 - Generalized linear models (GLM)
generalized-linear-models
Language:R 13
boennecd / parglm
R package that provides a parallel estimation method for generalized linear models
generalized-linear-models parallel-computing
Language:C++ 11
chrismainey / GAMworkshop
GAM workshop for NHS-R Community Conference 2023
gams generalized-additive-models generalized-linear-models mgcv nhs nhs-r nhs-r-community r
Language:HTML 11
reese3928 / methylGSA
A Bioconductor package and shiny app for DNA methylation data length bias adjustment in gene set testing
methylation enrichment ontology logistic-regression generalized-linear-models shiny
Language:R 11
mbojan / lspline
R package: Linear Splines with Convenient Parameterizations
generalized-linear-models r r-package splines
Language:R 9
hturner / gnm-day-course
one day introduction to generalized nonlinear models using the gnm and logmult R packages
generalized-linear-models nonlinear-regression r statistical-models
Language:HTML 8
JWellsBio / Chemosensitivity
Predicting chemosensitivity using gene expression
cancer cancer-genomics cancer-research cancer-data cancer-genome-atlas predictive-modeling prediction-model predictive-analytics predictive-analysis generalized-linear-models chemoinformatics chemogenomics
Language:R 8
JacobSeedorff21 / BranchGLM
Efficient Variable Selection for GLMs in R
generalized-linear-models r-package regression statistics subset-selection variable-selection
Language:R 7
chunlinli / glmtlp
Constrained likelihood estimation and inference with truncated lasso penalty for linear, generalized linear, and Gaussian graphical models.
big-data constrained-likelihood gaussian-graphical-model generalized-linear-models high-dimensional-regression lasso summary-statistics truncated-lasso
Language:R 6
Hua-Zhou / MGLM
MGLM Toolbox for Matlab
matlab mglm-toolbox generalized-linear-models sparse-regression
Language:MATLAB 6
loreloc / bayesian-gp-regression
Comparison of Several Bayesian Regression Techniques and Gaussian Processes
bayesian-learning regression generalized-linear-models gaussian-processes
Language:Jupyter Notebook 6
m-clark / R-III-Modeling
Using models to understand relationships and make predictions.
r workshop models linear-models generalized-linear-models visualization model-checking model-comparison loss-functions machine-learning-basics
6
paulinamoskwa / GLMs
Collection of end-to-end regression problems (in-depth: linear regression, logistic regression, poisson regression) 📈
eda exploratory-data-analysis feature-selection generalized-linear-models glm linear-regression logistic-regression poisson-regression prediction predictive-modeling python regression regression-algorithms regression-models regressions scikit-learn sklearn statsmodels
Language:HTML 6
DataSlingers / ExclusiveLasso
Generalized Linear Models with the Exclusive Lasso Penalty
exclusive-lasso generalized-linear-models high-dimensional-data lasso regularization sparsity statistical-learning statistics structured-sparsity
Language:R 5
dirkschumacher / rcppglm
GLM implementation in c++ with rcpp and armadillo
generalized-linear-models armadillo-library r machine-learning-algorithms
Language:C++ 5
jolars / sgdnet
Fast Sparse Linear Models for Big Data with SAGA
statistical-learning machine-learning gsoc-2018 r generalized-linear-models elastic-net lasso-regression ridge-regression
Language:R 5
PayThePizzo / Predictive-Analysis-Notes
Predictive Analysis Course's notes for Computer Science B.S. at Ca' Foscari University of Venice
categorical-data classification collinearity collinearity-diagnostics data-analysis data-visualisation generalized-linear-models glm influence model-selection multiple-linear-regression prediction-model r residuals rstudio simple-linear-regression statistical-analysis statistics transformations variable-selection
Language:HTML 5
yufongpeng / AnovaGLM.jl
Conduct one-way and multi-way anova in Julia with GLM.jl
anova f-test generalized-linear-models likelihood-ratio-test linear-models
Language:Julia 5