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imbalanced-classification

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awesome-imbalanced-learning

ZhiningLiu1998 / awesome-imbalanced-learning

😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切:论文、代码、框架与库

machine-learning awesome deep-learning ensemble-learning awesome-list class-imbalance imbalanced-data imbalanced-learning skewed-data fairness-ml imbalanced-classes imbalanced-classification fair-ml

Updated Feb 25, 2025

YyzHarry / imbalanced-regression

[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression

natural-language-processing computer-vision regression healthcare imbalanced-data icml imbalanced-learning long-tail imbalance imbalanced-classification imbalanced-regression icml-2021

Updated Mar 22, 2022
Python

YyzHarry / imbalanced-semi-self

[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning

semi-supervised-learning class-imbalance imbalanced-data imbalanced-learning long-tail unlabeled-data self-supervised-learning neurips imbalanced-classification neurips-2020 long-tailed-recognition

Updated Apr 3, 2021
Python

imbalanced-ensemble

ZhiningLiu1998 / imbalanced-ensemble

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

python data-science machine-learning data-mining scikit-learn sklearn python3 classification ensemble ensemble-learning class-imbalance ensemble-model imbalanced-data imbalanced-learning long-tail multi-class-classification imbalanced-classification ensemble-imbalanced-learning

Updated Apr 29, 2025
Python

machine-learning-imbalanced-data

solegalli / machine-learning-imbalanced-data

Code repository for the online course Machine Learning with Imbalanced Data

python data-science machine-learning imbalanced-data imbalanced-learning imbalanced-classification

Updated Nov 29, 2024
Jupyter Notebook

jiawei-ren / BalancedMetaSoftmax-Classification

[NeurIPS 2020] Balanced Meta-Softmax for Long-Tailed Visual Recognition

imbalanced-learning imbalanced-classification

Updated Nov 22, 2021
Python

YyzHarry / multi-domain-imbalance

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

deep-learning multi-domain ood imbalanced-data domain-adaptation imbalanced-learning long-tail eccv imbalance domain-generalization imbalanced-classification long-tailed-recognition multi-domain-learning ood-generalization eccv-2022

Updated Jan 26, 2023
Python

Albertsr / Class-Imbalance

Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.

machine-learning class-imbalance data-augmentation imbalanced-data imbalanced-learning unbalanced-data cost-sensitive-learning sampling-weighting imbalanced-classification

Updated Dec 16, 2020
Python

TACJu / Bi-Sampling

This is the official PyTorch implementation of the paper "Rethinking Re-Sampling in Imbalanced Semi-Supervised Learning" (Ju He, Adam Kortylewski, Shaokang Yang, Shuai Liu, Cheng Yang, Changhu Wang, Alan Yuille).

semi-supervised-learning imbalanced-classification

Updated Nov 18, 2021
Python

mahsa91 / RA-GCN-MedIA2022

Implementation code of RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data accepted by Medical Image Analysis Journal (MedIA 2022)

deep-learning pytorch imbalanced-data graph-convolutional-networks gcn medical-application graph-neural-networks disease-prediction imbalanced-classification ra-gcn

Updated Mar 3, 2023
Python

LirongWu / GraphMixup

Code for ECML-PKDD 2022 paper "GraphMixup: Improving Class-Imbalanced Node Classification by Reinforcement Mixup and Self-supervised Context Prediction"

reinforcement-learning graph-algorithms imbalanced-data imbalanced-classification graph-self-supervised-learning

Updated Jun 7, 2023
Python

avikumart / Road-Traffic-Severity-Classification-Project

This is a multiclass classification project to classify severity of road accidents into three categories. this project is based on real-world data and dataset is also highly imbalanced.

data-science machine-learning data-mining classification imbalanced-classification

Updated Jul 10, 2024
Jupyter Notebook

miriamspsantos / open-source-imbalance-overlap

A collection of Open Source Contributions in Learning from Imbalanced and Overlapped Data

open-source machine-learning reproducible-research resources reproducible-science supervised-learning datasets imbalanced-data imbalanced-learning reproducible-paper imbalanced-classification class-overlap

Updated Dec 30, 2021

B-Xi / TCSVT_2022_DGSSC

DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery, TCSVT, 2022

hyperspectral-image-classification variational-autoencoder imbalanced-classification

Updated Apr 3, 2023
Python

multilabel-oversampling

phiyodr / multilabel-oversampling

Many algorithms for imbalanced data support binary and multiclass classification only. This approach is made for mulit-label classification (aka multi-target classification). 🌻

upsampling imbalanced-data oversampling imbalanced-classification oversampling-technique oversampling-algorithms

Updated Jun 2, 2024
Python

jyansir / Text2Tree

(EMNLP 2023 Findings) Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification.

text-representation imbalanced-classification icd-coding

Updated Feb 27, 2024
Python

RektPunk / Imbalance-LightGBM

LightGBM for handling label-imbalanced data with focal and weighted loss functions in binary and multiclass classification

lightgbm binary-classification multiclass-classification imbalanced-learning focal-loss imbalanced-classification

Updated Oct 28, 2024
Python

HwaiTengTeoh / Flight-Delays-Prediction-Using-Machine-Learning-Approach

Flight delays prediction and analysis: Machine Learning Approach

python machine-learning weka classification imbalanced-classification flight-delay-prediction

Updated Oct 7, 2022
Jupyter Notebook

ihaeyong / Maximum-Margin-LDAM

Learning Imbalanced Datasets With Maximum Margin Losss

pytorch imbalanced-learning maximum-margin-learning imbalanced-classification long-tailed-recognition

Updated Jun 17, 2023
Jupyter Notebook

AliAmini93 / Bank-Marketing-Campaign-Classification

feature-selection hyperparameter-tuning optuna imbalanced-classification calibrated-predictions

Updated Jun 15, 2024
Jupyter Notebook

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