GitHub topics: generalized-linear-models
ottenbreit-data-science/aplr
APLR builds predictive, interpretable regression and classification models using Automatic Piecewise Linear Regression. It often rivals tree-based methods in predictive accuracy while offering smoother and interpretable predictions.
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anonymous2012review/glmsusie
Variable selection with uncertainty quantification for general regression models with highly correlated predictors using the our generalized sum of single effects (gSuSiE) framework.
Language: R - Size: 2.08 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0
sfcheung/betaselectr
Do selective standardization in structural equation models and regression models
Language: R - Size: 6.45 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 1 - Forks: 1
yizenglistat/glmsusie
Generalized Linear Models with Confidence Sets
Language: R - Size: 5.6 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0
jolars/SLOPE
Sorted L1 Penalized Estimation
Language: C++ - Size: 30.8 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 19 - Forks: 11
chanlee0716/stat353_hw1
Northwestern University Stat 353 (Advanced Regression) Homework Assignments
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Hua-Zhou/MGLM
MGLM Toolbox for Matlab
Language: Matlab - Size: 2.6 MB - Last synced at: 5 days ago - Pushed at: over 8 years ago - Stars: 8 - Forks: 5
jackieeee3/STAT-400
Statistical Modeling II
Size: 2.6 MB - Last synced at: 13 days ago - Pushed at: 14 days ago - Stars: 0 - Forks: 0
adammotzel/pyglms
A Python package for Generalized Linear Models
Language: Python - Size: 336 KB - Last synced at: 13 days ago - Pushed at: 14 days ago - Stars: 0 - Forks: 0
statsmodels/statsmodels
Statsmodels: statistical modeling and econometrics in Python
Language: Python - Size: 57.1 MB - Last synced at: 14 days ago - Pushed at: 15 days ago - Stars: 11,012 - Forks: 3,290
dataiku/dss-plugin-generalized-linear-models
Dataiku DSS plugin to train Generalized Linear Models
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helske/walker
Bayesian Generalized Linear Models with Time-Varying Coefficients
Language: HTML - Size: 7.75 MB - Last synced at: 14 days ago - Pushed at: about 1 year ago - Stars: 45 - Forks: 11
davidrusi/modelSelection-book
A hands-on guide to model selection, emphasizing high-dimensional problems, Bayesian model selection and averaging, and L0 criteria
Language: TeX - Size: 16.6 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
OpenData4Sciece/glm-learning-project
This is a learning project to understand Generalised Linear Models (GLM) such as logistic regression using Python.
Language: Python - Size: 6.84 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0
NErler/JointAI
Joint Analysis and Imputation of generalized linear models and linear mixed models with missing values
Language: R - Size: 350 MB - Last synced at: 10 days ago - Pushed at: 2 months ago - Stars: 28 - Forks: 4
skillcirclepyl/binomial-poisson-modeling
π Analyze categorical data and model discrete probabilities with R, focusing on Binomial and Poisson distributions for real-world insights.
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Nelson-Gon/manymodelr
Build and Tune Several Models
Language: R - Size: 3.26 MB - Last synced at: 13 days ago - Pushed at: 2 months ago - Stars: 3 - Forks: 3
chrismainey/GAMworkshop
GAM workshop for NHS-R Community Conference 2023
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hturner/gnm
gnm package for generalized nonlinear models in R
Language: R - Size: 11.4 MB - Last synced at: 23 days ago - Pushed at: over 1 year ago - Stars: 17 - Forks: 7
shahedsufian/SS-Impact-of-ACA-on-Adults-with-Depression
Language: Python - Size: 13.7 KB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
friendly/vcdExtra
Extensions and additions to vcd: Visualizing Categorical Data
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tlverse/causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
Language: R - Size: 7.27 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 0
al8xi8/PBHS32410_UChicago2024
Coursework and Stata code for PBHS 32410: Regression Analysis for Health and Social Research (Winter 2024, University of Chicago). Topics include linear regression, multiple regression, interaction effects, model diagnostics, Poisson and logistic regression, and the application of generalized linear models in public health data.
Language: Stata - Size: 89.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
theislab/batchglm
Fit generalized linear models in python.
Language: Python - Size: 3.17 MB - Last synced at: 22 days ago - Pushed at: over 2 years ago - Stars: 28 - Forks: 10
reese3928/methylGSA
A Bioconductor package and shiny app for DNA methylation data length bias adjustment in gene set testing
Language: R - Size: 7.06 MB - Last synced at: 12 days ago - Pushed at: over 4 years ago - Stars: 13 - Forks: 2
XuegongLab/neoguider
NeoGuider, neoepitope detection using advanced feature engineering
Language: Python - Size: 17.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 1
merliseclyde/BAS
BAS R package for Bayesian Model Averaging and Variable Selection
Language: R - Size: 149 MB - Last synced at: 10 days ago - Pushed at: 17 days ago - Stars: 47 - Forks: 18
JacobSeedorff21/BranchGLM
Efficient Variable Selection for GLMs in R
Language: R - Size: 4.71 MB - Last synced at: 10 days ago - Pushed at: about 1 year ago - Stars: 8 - Forks: 2
BRAINML-GT/onehot-hmmglm Fork of JerrySoybean/onehot-hmmglm
One-hot HMM-GLM. GLM with a one-hot prior on top of a hidden Markov model.
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JerrySoybean/onehot-hmmglm
One-hot HMM-GLM. GLM with a one-hot prior on top of a hidden Markov model.
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JaewonSon37/Mining_Big_Data2
Topic: Exploring the Relationship Between Weather and Taxi Demand in Chicago
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mbojan/lspline
R package: Linear Splines with Convenient Parameterizations
Language: R - Size: 1.29 MB - Last synced at: 7 months ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 0
yufongpeng/AnovaBase.jl
A simple framework for ANOVA on various types of Julia statistical models
Language: Julia - Size: 1.32 MB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 19 - Forks: 2
raysas/GLM-from-scratch
a generalized linear models python library implementation from scratch
Language: R - Size: 605 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
mclevey/SOCI3040
Materials for my course SOCI 3040, Quantitative Research Methods
Language: TeX - Size: 184 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
GusmaoJB/GusmaoJB
Ecology and Data Science
Size: 11.7 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
PiotrTymoszuk/htGLMNET
High Throughput Light Weight Regularized Regression Modeling for Molecular Data
Language: R - Size: 43.4 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0
aromanro/MachineLearning
From linear regression towards neural networks...
Language: C++ - Size: 250 MB - Last synced at: 7 months ago - Pushed at: about 1 year ago - Stars: 24 - Forks: 0
emjun/tisane
Specification language for generating Generalized Linear Models (with or without mixed effects) from conceptual models
Language: Python - Size: 35.7 MB - Last synced at: 7 months ago - Pushed at: over 3 years ago - Stars: 22 - Forks: 3
NICTA/revrand
A library of scalable Bayesian generalised linear models with fancy features
Language: Python - Size: 82.9 MB - Last synced at: about 1 month ago - Pushed at: about 8 years ago - Stars: 60 - Forks: 14
emjun/rTisane
Author statistical models from domain knowledge
Language: R - Size: 60.1 MB - Last synced at: 7 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 1
AhmetZamanis/BayesianModelingExperiments
Experimenting with Bayesian modeling using the PyMC package.
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yufongpeng/AnovaGLM.jl
Conduct one-way and multi-way anova in Julia with GLM.jl
Language: Julia - Size: 52.7 KB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0
tetsu2001/102-project
Data 102 Final Project
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AstefanidisUOI/Pparnassica-Oparnassica-SDM-GLM
The script provides a guideline to prepare data for the estimation of distribution range, create and download NDVI data, generate environmental variables from Digital Elevation Models, NDVI datasets and Climate-EU model, calculate landscape metrics for a speciesβ habitat using binary habitat maps, conduct LASSO and Elastic Net and run GLMs.
Language: R - Size: 52.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
sytseng/GLM_Tensorflow_2
Code and tutorials for fitting generalized linear models (GLM) in Tensorflow 2
Language: Jupyter Notebook - Size: 11.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 4
wassimmazouz/benchmark_glm
Benchopt benchmark for GLMs
Language: Python - Size: 526 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
1lmao/RealEstateAnalysis
Statistical analysis of the Los Angeles real estate market in form of assessed values and rental prices
Size: 22.5 KB - Last synced at: 7 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
boennecd/parglm
R package that provides a parallel estimation method for generalized linear models
Language: C++ - Size: 821 KB - Last synced at: 10 days ago - Pushed at: about 4 years ago - Stars: 11 - Forks: 2
runifrexp/STATISTICAL.MODELS.1
This repository contains the R code done in the laboratories during the first course of statistical models.
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GabrielJobert/Executive_report---Analysis_Of_Factor_Influencing_Trip_Duration_And_Revenue_From_Bixi_Data
This repository contains the code and reports for the statistical analysis of BIXI Montreal's bike-sharing system data. The analysis focuses on understanding the factors that influence trip duration, revenue, and overall usage based on the 2021 season's data.
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ucla-biostat-200c/2023spring
Course website for UCLA Biostat 200C - 2023 Spring
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hturner/gnm-day-course
one day introduction to generalized nonlinear models using the gnm and logmult R packages
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sjkinghorn/hurricanes
This project looks at hurricane data to determine if the femininity level of hurricane name is associated with more deaths.
Language: R - Size: 276 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
liao961120/ordlogit
Interactive visualization of ordered logistic regression
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jackieheit/ant-bird-sye
This repository documents my senior year independent project related to exploring the impact of behavioral interactions on the foraging success/attempts of five, peruvian army-ant following birds.
Language: R - Size: 1.33 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
skdunnigan/spat
his repository contains the data and source code used to produce the results presented in the paper linked below.
Language: R - Size: 52.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1
Eden-Kramer-Lab/GLM-CFC Fork of jessicanada/GLM-CFC
A GLM based approach to measure CFC
Language: MATLAB - Size: 426 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 15 - Forks: 7
QCBSRworkshops/workshop06
Workshop 6 - Generalized linear models (GLM)
Language: R - Size: 118 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 9
jolars/sgdnet
Fast Sparse Linear Models for Big Data with SAGA
Language: R - Size: 2.54 MB - Last synced at: 6 months ago - Pushed at: almost 6 years ago - Stars: 5 - Forks: 2
andleb/230Afinal
UC Berkeley STAT230A Spring 2022 final project - Replication of Michalopoulos: The Origins of Ethnolinguistic Diversity
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PayThePizzo/Predictive-Analysis-Notes π¦
Predictive Analysis Course's notes for Computer Science B.S. at Ca' Foscari University of Venice
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m-clark/R-III-Modeling
Using models to understand relationships and make predictions.
Size: 7.79 MB - Last synced at: 6 months ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 1
severintroesch/bayesian_glm_pymc3
bayesian modelling on google colab - mindfulness data (bayesian general linear model)
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Jocelyne-Smith/data-science
Some R and Python code I've been working on.
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StepanTita/cam-bert
We propose a novel method of fine-tuning the model for a particular downstream task, which proves to be more efficient and generalizable. We show that in an example of a fake news detection task, utilizing three distinct datasets and outperforming the baseline model in both the same dataset and cross-dataset zero-shot test.
Language: Jupyter Notebook - Size: 119 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
DataSlingers/ExclusiveLasso
Generalized Linear Models with the Exclusive Lasso Penalty
Language: R - Size: 626 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 3 - Forks: 2
Maximvan/BiostatisticsCryopreservationBacteria
Investigating the impact of cryopreservation on the survival of bacteria as part of the Biostatistics course at Ghent University
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WilliamHope2020/GDP-Time-Series-in-R
This assignment relates to my 6th assignment in Econ 323 - Econometrics Analysis 2. It deals with GDP time series data.
Size: 16.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
rpazuki/snn.tutorial
Demo: Spiking Neural Network (SNN) using Generalised Linear Model (GLM)
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loreloc/bayesian-gp-regression
Comparison of Several Bayesian Regression Techniques and Gaussian Processes
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Afrid1045/MBA-Job-Placement-Analysis-Using-Generalized-Linear-Model
Language: R - Size: 6.84 KB - Last synced at: 7 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
cgob/codonDT_snakemake
Ribo-DT is a snakemake pipeline to infer single-codon and codon-pair dwell times as well as gene flux from ribosome profiling data using generalized linear model (GLM) with negative binomial noise model (Gobet et al., PNAS, 2020).
Language: R - Size: 1.58 MB - Last synced at: 4 months ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 4
DoseResponse/drc
Fitting dose-response models in R
Language: R - Size: 1.21 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 14
aurelienboye/LM_LMM_GLM_GLMM
Language: HTML - Size: 6.95 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 1
AntonioLunardi/statistical_modeling_collection
A pair of scripts that contain profound statistical analyses. The first one approaches a linear model, while the second one a generalized linear model
Language: R - Size: 11.7 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0
kk289/Predicting-Credit-Defaults
Machine Learning: Group Project
Language: R - Size: 980 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0
minggli/gradient-descent
simple implementation of standard Gradient Descent algorithm, along with Sigmoid and GLM cost functions
Language: Python - Size: 38.1 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
hyungrok-do/fair-glm-cvx
Official Implementation of the paper "Fair Generalized Linear Models with a Convex Penalty."
Language: Python - Size: 1.49 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 1
alpankratov/NBA_career_length_prediction_with_regularized_GLM
This project aims to use the regularised regression models such as lasso regression, ridge regression, and elastic nets to identify the variables that predict whether a basketball player will play more than five seasons in the NBA. See details in Project memo.pdf
Language: R - Size: 618 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0
alpankratov/number_of_medals_predictions_with_GLMM
The aim of the GLMM Project is to build general linear (mixed) models that predicts the total number of medals won by countries. GLMs and GLMMs are examined in the Part 1 and Part 2 respectively. Refer to memos in pdf files for details.
Language: R - Size: 1.05 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0
InfiniteCuriosity/Pandas-for-Everyone
Working through the book and exercises Pandas for Everyone by Daniel Chen
Language: Python - Size: 39.1 KB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 1
agbarnett/dobson
A data-only R package of datasets for the examples from Dobson and Barnett "An Introduction to Generalized Linear Models" (4th ed)
Size: 55.7 KB - Last synced at: 7 days ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 4
mkearney/tidyreg
π Tidy regression tools for academics
Language: R - Size: 541 KB - Last synced at: about 1 month ago - Pushed at: about 7 years ago - Stars: 23 - Forks: 0
ankesh007/Machine-Learning-Assignments
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ftmoztl/probabilistic-programming-for-marketing-with-PyMC3
GLM and Multilevel Models application to predict the success of bank telemarketing
Language: Jupyter Notebook - Size: 1.32 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
uman95/Master-Thesis
A final project carried out at the African Institute for Mathematical Sciences, AIMS.
Language: R - Size: 1.79 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0
yaglm/yaglm
A python package for penalized generalized linear models that supports fitting and model selection for structured, adaptive and non-convex penalties.
Language: Python - Size: 1.73 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 41 - Forks: 12
ericksonl/SleepData
πβοΈ Using 7 years of my sleep data, this project predicts Sleep Quality using a linear regression model based on predictors such as time in bed, time asleep, temperature, alarm, and steps.
Language: R - Size: 646 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
JRigh/Generalized-Linear-Models-and-Nonparametric-Regression
Generalized Linear Models and Nonparametric Regression (Coursera)
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chunlinli/glmtlp
Constrained likelihood estimation and inference with truncated lasso penalty for linear, generalized linear, and Gaussian graphical models.
Language: R - Size: 4.74 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 5 - Forks: 0
KyriakosPsa/Generalized-Linear-Models-numpy-only
This repository contains a generalized regression analysis problem solved from scratch, using only the Numpy library.
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pippipalma/MAMBA
MAMBA β Multi-pAradigM voxel-Based Analysis: a computational cookbot
Language: MATLAB - Size: 14.8 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1
andreaskapou/BPRMeth
Modelling DNA methylation profiles
Language: R - Size: 6 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 19 - Forks: 2
isiktopcu/QRMH2
Homework 2 for the INTL 601 Quantitative Research Methods Course, Prof. David Carlson, KoΓ§ University.
Language: R - Size: 420 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0
xsswang/remiod
R package for controlled multiple imputation of ordinal or binary responses with missing data in clinical study
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tonyduan/glm-lib
Lightweight Python library for GLM regression.
Language: Python - Size: 73.2 KB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0
paulinamoskwa/GLMs
Collection of end-to-end regression problems (in-depth: linear regression, logistic regression, poisson regression) π
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nhejazi/talk_scrna_diffexp π¦
:speech_balloon: Talk comparing two recent methods for differential expression analysis with single-cell RNA-seq data
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saketkc/pyFLGLM
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