robust-statistics

There are 0 repository under robust-statistics topic.

parameters
easystats / parameters
:bar_chart: Computation and processing of models' parameters
pvalues parameters beta ci confidence-intervals r easystats standardize pca fa bootstrap statistical-models regression-models feature-reduction standardized-estimates feature-extraction data-reduction robust-statistics hacktoberfest r-package
Language:R 477
statsExpressions
IndrajeetPatil / statsExpressions
Tidy data frames and expressions with statistical summaries 📜
statistical-tests statistical-details meta-analysis contingency-table robust correlation parametric bayesian-inference bayesian-statistics robust-statistics effectsize tidy
Language:R 315
Enigma-li / SketchCNN
Robust freeform surface modeling from user 2d sketches.
sketch-based-modeling freeform-surface-modeling convolutional-neural-networks robust-statistics direction-field
Language:Python 99
FSDA
UniprJRC / FSDA
Flexible Statistics and Data Analysis (FSDA) extends MATLAB for a robust analysis of data sets affected by different sources of heterogeneity. It is open source software licensed under the European Union Public Licence (EUPL). FSDA is a joint project by the University of Parma and the Joint Research Centre of the European Commission.
robust-statistics robust-estimation robust-regression box-cox multivariate-analysis mahalanobis-distance forward-search clustering classification m-estimation s-estimation mm-estimation robust-clustering correspondence-analysis visualization-tools tclust
Language:MATLAB 94
nt-williams / lmtp
:package: Non-parametric Causal Effects Based on Modified Treatment Policies :crystal_ball:
causal-inference nonparametric-statistics longitudinal-data statistics machine-learning robust-statistics targeted-learning censored-data stochastic-interventions survival-analysis modified-treatment-policy precision-medicine
Language:R 75
google / trimmed_match
This Python library implements Trimmed Match for analyzing randomized paired geo experiments and also implements Trimmed Match Design for designing randomized paired geo experiments.
geo-experiments experimental-design robust-statistics iroas causal-inference abtest
Language:Python 69
Alcampopiano / hypothesize
Robust statistics in Python
statistics robust-statistics python r hypothesis-testing data-analysis stats null-hypothesis confidence-intervals significance-testing
Language:Python 67
neel-dey / robust-nmf
Python PyTorch (GPU) and NumPy (CPU)-based port of Févotte and Dobigeon's robust-NMF algorithm appearing in "Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization."
matrix-factorization non-negative-matrix-factorization pytorch robust-nmf robust-statistics
Language:Python 66
FilippoBovo / robustats
Robustats is a Python library for high-performance computation of robust statistical estimators.
c fast high-performance medcouple mode numpy python-library python3 robust-estimators robust-statistics weighted-median
Language:C 55
jbytecode / LinRegOutliers
Direct and robust methods for outlier detection in linear regression
outliers-detection linear-regression robust-statistics
Language:Julia 48
glevv / obscure_stats
A small collection of lesser-known statistical measures
numpy python scipy statistics data-analysis data-science math robust-statistics descriptive-statistics statistical-analysis data-analytics mathematical-functions mathematical-statistics
Language:Python 43
baggepinnen / TotalLeastSquares.jl
Solve many kinds of least-squares and matrix-recovery problems
estimation least-squares least-square-regression linear-regression errors-in-variables total-least-square singular-value-decomposition robust-pca robust-regresssion robust-estimation robust-statistics matrix-completion missing-data imputation missing-data-imputation nonnegative-matrix-factorization outlier-detection
Language:Julia 33
Delicatessen
pzivich / Delicatessen
Delicatessen: the Python one-stop sandwich (variance) shop 🥪
m-estimation estimating-equations estimating-functions m-estimators m-estimator python robust-statistics sandwich statistics
Language:Python 28
tlverse / causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
treatment-effects causal-inference marginal-structural-models nonparametric-statistics semiparametric-estimation targeted-learning relative-risk-regression generalized-linear-models r heterogeneous-treatment-effects causal-learning robust-statistics interpretable-machine-learning high-dimensional-inference machine-learning statistics data-science r-package working-model projection
Language:R 26
syrte / robustgp
Robust Gaussian Process with Iterative Trimming
regression robust-regresssion robust-statistics outlier-detection nonlinear-regression machine-learning itgp gpy gaussian-processes python
Language:Jupyter Notebook 23
SewoongLab / spectre-defense
Defending Against Backdoor Attacks Using Robust Covariance Estimation
icml-2021 robust-statistics machine-learning backdoor-attacks
Language:Python 22
msalibian / RobStatTM
Companion package to the 2nd edition of the book "Robust Statistics: Theory and Methods"
robust robust-estimation robust-regression robust-statistics robustness statistics
Language:R 20
johon-lituobang / REDS_Invariant_Moments
Robust estimations from distribution structures: Invariant moments.
asymptotic asymptotic-analysis moment parametric parametric-modelling robust robust-estimation robust-optimization robust-statistics robustness semiparametric semiparametric-estimation semiparametric-models skewed symmetric unimodal
Language:R 18
johon-lituobang / REDS_Mean
Robust estimations from distribution structures: Mean.
huber-loss-regression median robust robust-estimation robust-optimization robust-pca robust-regresssion robust-statistics robustness trimmed-mean winsorized-mean hodges-lehmann-estimator l-estimator median-of-means unimodal semiparametric semiparametric-estimation semiparametric-models
Language:R 18
nhejazi / txshift
:package: R/txshift: Efficient Estimation of the Causal Effects of Stochastic Interventions, with Corrections for Outcome-Dependent Sampling
causal-inference targeted-learning machine-learning stochastic-interventions treatment-effects variable-importance censored-data causal-effects statistics robust-statistics stochastic-treatment-regimes
Language:R 14
bflammers / ANN2
Neural Networks package for R with a fast C++ back-end and special support for unsupervised anomaly detection using autoencoders
anomaly-detection artificial-neural-networks autoencoders neural-networks robust-statistics
Language:C++ 12
bschulz81 / hyperbolicfitdll
This is an open source library that can be used to autofocus telescopes. It uses a novel algorithm based on robust statistics. For a preprint, see https://arxiv.org/abs/2201.12466 .The library is currently used in Astro Photography tool (APT) https://www.astrophotography.app/
astronomy astrophotography curve-fitting linear-regression outlier-detection outlier-removal ransac-algorithm robust-regresssion robust-estimation robust-statistics fourier-analysis powerspectrum levenberg-marquardt multi-core-programming nonlinear-regression open-mp ransac statistical-analysis statistics
Language:C++ 12
nt-williams / adjrct
Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions :pill:
rcts survival-analysis causal-inference tmle robust-statistics ordinal
Language:R 11
Lmo
jorenham / Lmo
Trimmed L-moments and L-comoments for robust statistics.
fitting-distribution l-comoments l-moments lmo multivariate-statistics numpy probability-statistics python robust-optimization robust-statistics statistics tl-moments
Language:Python 10
robinlau1981 / dmapf
Robust particle filter based on dynamic averaging of multiple noise models
robust-statistics particle-filter uncertainty bayesian-methods multimodel
Language:MATLAB 9
johon-lituobang / REDS_Central_Moments
Robust estimations from distribution structures: Central moments.
moment moments robust robust-estimation robust-optimization robust-pca robust-regresssion robust-statistics robustness nonparametric nonparametric-statistics semiparametric semiparametric-estimation unimodal
Language:R 8
microprediction / embarrassingly
robust optimization
optimization optimization-algorithms robust-optimization robust-statistics
Language:Python 8
SewoongLab / RobustMetaLearningMLR
This project contains the code for the paper accepted at NeurIPS 2020 - Robust Meta-learning for Mixed Linear Regression with Small Batches.
metalearning mixture-models robust-statistics neurips-2020 neurips2020 icml-2020 icml2020 icml neurips
Language:Python 8
yaniv-shulman / rsklpr
Robust locally weighted multiple regression in Python
least-square-regression locally-weighted-regression machine-learning mit-license polynomial-regression python python3 regression robust-regression robust-statistics statistics
Language:Python 8
abhianik / dpdSIS
Robust Sure Independence Screening using the Minimum Density Power Divergence Estimators
high-dimensional-data variable-selection robust-statistics
Language:R 7
nickk124 / robust-outlier-rejection
Robust Chauvenet Outlier Rejection: RCR is advanced, but easy to use, outlier rejection.
outlier-detection outlier-rejection regression robust robust-statistics
Language:C++ 7
yoshiya-usui / TRACMT
Robust transfer function analysis code for magnetotellurics
magnetotelluric magnetotellurics robust-statistics statistics linear-regression multivariate-analysis multivariate-regression multivariate-statistics
Language:C++ 7
bschulz81 / robustregression
a c++ library with statistical machine learning algorithms for linear and non-linear robust regression that can be used with python.
cpp forward-search gaussian-elimination least-squares levenberg-marquardt linear-algebra linear-regression nonlinear-regression ransac regression robust-statistics s-estimator statistics open-mp python3 cmake machine-learning outlier-detection outlier-removal robust-regression
Language:C++ 6
EliasRaninen / BASIC
Code for the paper E. Raninen and E. Ollila, "Bias Adjusted Sign Covariance Matrix," in IEEE Signal Processing Letters, vol. 29, pp. 339-343, 2022, doi: 10.1109/LSP.2021.3134940.
covariance-matrix robust-statistics shrinkage regularization elliptical-distribution spatial-sign-covariance-matrix
Language:MATLAB 6
REGroup
lokender / REGroup
Official implementation of the paper: "REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions", IEEE WACV, 2022
regroup robust classification machine-learning vgg19 ensemble robust-predictions adversarial-attacks adversarial pgd cifar10 robust-statistics robust-machine-learning robust-estimation benign borda-count adversarial-machine-learning resnet deepfool
Language:Jupyter Notebook 6
blind-contours / CVtreeMLE
:deciduous_tree: :dart: Cross Validated Decision Trees with Targeted Maximum Likelihood Estimation
machine-learning targeted-learning statistics variable-importance causal-inference decision-trees robust-statistics causal-effects exposure-mixtures
Language:R 5