An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: imbalanced-learning

theochem/B3clf

Predictors for Blood-Brain Barrier Permeability with resampling strategies based on B3DB database.

Language: Python - Size: 218 MB - Last synced at: 3 minutes ago - Pushed at: 5 months ago - Stars: 10 - Forks: 4

scantyragna/evolve

open source alpha evolve

Language: Python - Size: 22.5 KB - Last synced at: about 15 hours ago - Pushed at: about 17 hours ago - Stars: 0 - Forks: 0

AxiomAlive/imba-automl

AutoML tool currently specialized for imbalanced learning tasks.

Language: Python - Size: 2.79 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 1 - Forks: 0

ZhiningLiu1998/imbalanced-ensemble

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

Language: Python - Size: 16.9 MB - Last synced at: 8 days ago - Pushed at: about 1 month ago - Stars: 365 - Forks: 51

yucyi1121/MLvenv

Repositório de criação de ambiente virtual completo para desenvolvimento em Python com foco em: Machine Learning e Deep Learning, Processamento de Linguagem Natural (NLP), Web Scraping (extração de dados da web) e Criação de APIs e integração entre sistemas. Feito para uso pessoal para reagir a desastres (OS corrompido).

Language: PowerShell - Size: 7.81 KB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

ZhaoJ9014/face.evoLVe

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

Language: Python - Size: 8.11 MB - Last synced at: 16 days ago - Pushed at: 3 months ago - Stars: 3,514 - Forks: 759

YyzHarry/imbalanced-regression

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

Language: Python - Size: 9.21 MB - Last synced at: 27 days ago - Pushed at: about 3 years ago - Stars: 868 - Forks: 137

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

Size: 213 KB - Last synced at: 29 days ago - Pushed at: 3 months ago - Stars: 1,437 - Forks: 228

solegalli/machine-learning-imbalanced-data

Code repository for the online course Machine Learning with Imbalanced Data

Language: Jupyter Notebook - Size: 22 MB - Last synced at: 21 days ago - Pushed at: 6 months ago - Stars: 177 - Forks: 218

analyticalmindsltd/smote_variants

A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features

Language: Jupyter Notebook - Size: 70.7 MB - Last synced at: 22 days ago - Pushed at: over 1 year ago - Stars: 659 - Forks: 143

jiequancui/ResLT

ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)

Language: Python - Size: 12.9 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 60 - Forks: 5

dvlab-research/Parametric-Contrastive-Learning

Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)

Language: Python - Size: 18.4 MB - Last synced at: 29 days ago - Pushed at: 8 months ago - Stars: 251 - Forks: 32

YyzHarry/multi-domain-imbalance

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

Language: Python - Size: 8.11 MB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 135 - Forks: 15

ZhiningLiu1998/BAT

[ICML'24] BAT: 🚀 Boost Class-imbalanced Node Classification with <10 lines of Code | 从拓扑视角出发10行代码改善类别不平衡节点分类

Language: Python - Size: 122 KB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 25 - Forks: 1

YyzHarry/imbalanced-semi-self

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

Language: Python - Size: 16.5 MB - Last synced at: 29 days ago - Pushed at: about 4 years ago - Stars: 751 - Forks: 117

yanliang3612/awesome-imbalanced-learning-on-graphs

A repository contains a collection of resources and papers on Imbalance Learning On Graphs

Size: 3.32 MB - Last synced at: 26 days ago - Pushed at: 4 months ago - Stars: 90 - Forks: 10

Xtra-Computing/Awesome-Literature-ILoGs

Awesome literature on imbalanced learning on graphs

Size: 238 KB - Last synced at: 25 days ago - Pushed at: 9 months ago - Stars: 76 - Forks: 9

ZhiningLiu1998/self-paced-ensemble

[ICDE'20] ⚖️ A general, efficient ensemble framework for imbalanced classification. | 泛用,高效,鲁棒的类别不平衡学习框架

Language: Python - Size: 1.44 MB - Last synced at: 12 days ago - Pushed at: over 1 year ago - Stars: 258 - Forks: 50

saifalibaig/Credit_Risk_Analysis

This project analyzes the "Give Me Some Credit" dataset from Kaggle to build predictive models that can identify borrowers who are likely to default on their loans. The system helps financial institutions make more informed lending decisions and improve their credit risk management strategies.

Language: Jupyter Notebook - Size: 2.78 MB - Last synced at: 21 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

zzw-zwzhang/Awesome-of-Long-Tailed-Recognition

A curated list of long-tailed recognition resources.

Size: 177 KB - Last synced at: 29 days ago - Pushed at: almost 2 years ago - Stars: 584 - Forks: 66

kochlisGit/ProphitBet-Soccer-Bets-Predictor

ProphitBet is a Machine Learning Soccer Bet prediction application. It analyzes the form of teams, computes match statistics and predicts the outcomes of a match using Advanced Machine Learning (ML) methods. The supported algorithms in this application are Neural Networks, Random Forests & Ensembl Models.

Language: Python - Size: 3.47 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 389 - Forks: 132

BorealisAI/ranksim-imbalanced-regression

[ICML 2022] RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression

Language: Python - Size: 3.78 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 49 - Forks: 10

jiawei-ren/BalancedMetaSoftmax-Classification

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

Language: Python - Size: 16.9 MB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 139 - Forks: 26

MariiaSam/Stroke-Prediction

A model for predicting the risk of stroke in a patient

Language: Jupyter Notebook - Size: 12 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

georgedouzas/imbalanced-learn-extra

Implementation of novel oversampling algorithms.

Language: Python - Size: 1.29 MB - Last synced at: 16 days ago - Pushed at: 4 months ago - Stars: 34 - Forks: 17

ZhiningLiu1998/mesa

[NeurIPS’20] ⚖️ Build powerful ensemble class-imbalanced learning models via meta-knowledge-powered resampler. | 设计元知识驱动的采样器解决类别不平衡问题

Language: Jupyter Notebook - Size: 1.62 MB - Last synced at: about 2 months ago - Pushed at: 12 months ago - Stars: 106 - Forks: 26

yilei-wu/imbalanced-regression

[CVPR 2025] Improve Representation for Imbalanced Regression through Geometric Constraints

Language: Python - Size: 93.1 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

varshithdupati/transaction-fraud-detection

Machine Learning pipeline for financial transaction fraud detection. Incorporates SMOTE, ensemble models, neural networks.

Language: Jupyter Notebook - Size: 31.3 KB - Last synced at: about 9 hours ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

gaju-01/ClientPulse

This is a data mining model to predict client behavior within an organization, enabling better alignment with client needs. The model determines whether clients are likely to churn using advanced data preprocessing and imbalanced learning techniques. The dataset for this analysis was sourced from Kaggle.

Language: Jupyter Notebook - Size: 1.28 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

SayamAlt/Water-Quality-Prediction

Successfully established a machine learning model which can predict whether any given water sample is potable or not, based on its set of various properties, to a considerably high level of accuracy.

Language: Jupyter Notebook - Size: 7 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 2

hafidaso/Predicting-Industrial-Machine-Downtime-Level-3

This project aims to develop a predictive model using machine learning techniques to forecast machine failures based on historical operational data.

Language: Jupyter Notebook - Size: 1.54 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

bagusperdanay7/ABSA-With-BILSTM-Undergraduate-Thesis

My undergraduate thesis program, Aspect-Based Sentiment Analysis Towards Matket Place Application Review Using Bidirectional Long Short-Term Memory used Python, Keras and Tensorflow

Language: Jupyter Notebook - Size: 4.43 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

adrianstando/edgaro

Explainable imbalanceD learninG compARatOr - Engineering Thesis Project

Language: Python - Size: 7.8 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 1

aimclub/asid

AutoML tool for imbalanced and small tabular datasets

Language: Python - Size: 5.33 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 6 - Forks: 2

fang-d/AIR

Official implementation of "AIR: Analytic Imbalance Rectifier for Continual Learning"

Size: 1000 Bytes - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 15 - Forks: 0

zahiriddin-rustamov/gat-rwos

A graph attention-guided oversampling method for imbalanced data classification using GAT and random walks.

Language: Python - Size: 622 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

kayakalison/data-imbalance-dp

Exploring the impact of data imbalance on ε-Differential Privacy using diffprivlib.

Language: Jupyter Notebook - Size: 62 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

RektPunk/Imbalance-LightGBM

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

Language: Python - Size: 119 KB - Last synced at: 27 days ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

giovabaj/ecg-cnn-xgb-lr

Code for the paper "Comparison of discrimination and calibration performance of ECG-based machine learning models for prediction of new-onset atrial fibrillation"

Language: Python - Size: 29.3 KB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 0

ricardoamferreira/Predicting-Adverse-Drug-Reactions-with-Machine-Learning

The objective of this work is to develop machine learning (ML) methods that can accurately predict adverse drug reactions (ADRs) using the databases SIDER and OFFSIDES.

Language: Jupyter Notebook - Size: 27 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 23 - Forks: 14

RamEppala/imbalanceddatasetproject

Machine Learning Project on Imbalanced Data in R

Language: R - Size: 5.69 MB - Last synced at: 8 days ago - Pushed at: over 7 years ago - Stars: 3 - Forks: 3

nunompmoniz/IRon

R Package for Imbalanced Regression

Language: R - Size: 2.81 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 19 - Forks: 3

wjpoom/BMB

[TMM 2024] The official implementation of paper "BMB: Balanced Memory Bank for Long-Tailed Semi-supervised Learning"

Size: 4.88 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

MaxHalford/pytorch-resample

🎲 Iterable dataset resampling in PyTorch

Language: Python - Size: 242 KB - Last synced at: 29 days ago - Pushed at: over 3 years ago - Stars: 91 - Forks: 4

mmsaki/credit-risks-ml

Using the imbalanced-learn and Scikit-learn libraries to build and evaluate machine learning models.

Language: Jupyter Notebook - Size: 9.02 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

zjukg/NATIVE

[Paper][SIGIR 2024] NativE: Multi-modal Knowledge Graph Completion in the Wild

Language: Python - Size: 10.2 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 18 - Forks: 1

blleshi/Credit_Risk_Classification

Credit Risk Classification

Language: Jupyter Notebook - Size: 901 KB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

paulinamoskwa/Pediatric-Pneumonia-Chest-X-Ray

Pediatric pneumonia image classification with (strongly) imbalanced data via Pytorch 🫁

Language: HTML - Size: 8.64 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 4

yaxinhou/imFTP

imFTP: Deep Imbalance Learning via Fuzzy Transition and Prototypical Learning (imFTP, Information Sciences 2024)

Language: Python - Size: 4.74 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

dimitrisbro/SmartGridFraudDetection

Electricity Fraud Detection in Smart Grids

Language: Python - Size: 121 MB - Last synced at: 7 months ago - Pushed at: over 4 years ago - Stars: 9 - Forks: 5

dimasthoriq/data-centric-image-classification

Applying various data engineering techniques into image classification task for KAIST DS801 term project

Language: Jupyter Notebook - Size: 25.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

mdh266/TextClassificationApp

Building and Deploying A Serverless Text Classification Web App

Language: Jupyter Notebook - Size: 8.61 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 18 - Forks: 10

ekellbuch/longtail_ensembles

Evaluating ensemble performance in long-tailed datasets (Neurips 2023 Heavy Tails Workshop)

Language: Python - Size: 1.58 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

Soumyajit2709/UTA-DATATHON-24-Model-3-Vision-Quest-Challenge

Balancing image datasets with transfer learning & hybrid sampling, our project boosts accuracy. We address class imbalance, achieving 95.2% testing accuracy. Next, we'll explore advanced techniques & deploy in healthcare & environmental monitoring.

Language: Jupyter Notebook - Size: 113 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

liuzy0708/DSLS-Demo

Source code of an online active learning strategy (DSA-AI)

Language: Python - Size: 23.4 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

Wang-ML-Lab/variational-imbalanced-regression

[NeurIPS 2023] Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing

Language: Python - Size: 268 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

vrbabu9000/bank_termDeposit_predictor

Given a highly biased banking dataset of 45k entries and 17 variables wherein I was able to filter out good predictors for modelling and further balance the bias in the dataset using SMOTETomek method. The bias removal was approached in two different ways and the pros and cons of both methods are stated. The end result is a logistic regression model with 81% accuracy and striking a sharp balance between precision and recall with the former having a slight upper hand.

Language: Jupyter Notebook - Size: 2.15 MB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

zjukg/AdaMF-MAT

[Paper][LREC-COLING 2024] Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion

Language: Python - Size: 1.91 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 11 - Forks: 1

ericjjohnson2/corporate_credit_rating

This project aims to use machine learning models on Kaggle data to predict corporate credit ratings to aid investment decisions.

Language: Jupyter Notebook - Size: 361 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

qmarcou/computer_assisted_ICD_coding_paper

Companion code repository to Marcou et al. 2024, Creating a computer assisted ICD coding system: Performance metric choice and use of the ICD hierarchy

Language: Jupyter Notebook - Size: 612 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Humboldt-WI-Dissertations/Conversion-Modelling-Benchmark Fork of berkaykocak-cloud/Thesis

Comparative analysis of supervised learning for predicting conversion in an automotive case with special focus on imbalanced learning

Size: 1.54 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

yangjenny/ImbalancedLearningRL

Code implementation for ImbalancedLearningRL, a reinforcement learning-based training method for imbalanced (outcome label) training data.

Language: Python - Size: 323 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 2 - Forks: 1

jakeryu37/Stroke-Prediction-ML-Model

Language: Jupyter Notebook - Size: 5.93 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

jinyan-06/SHIKE

Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation (CVPR 2023)

Language: Python - Size: 938 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 26 - Forks: 4

KhoiDOO/ibla 📦

IBLA - Imbalance Learning Archive

Language: Python - Size: 132 KB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

KhoiDOO/SLC-ID-SA

Skin Lesion Classification On Imbalanced Data Using Deep Learning With Soft Attention

Language: Jupyter Notebook - Size: 425 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

Akotovets1/Credit_Risk_Analysis

Supervised Machine Learning and Credit Risk

Language: Jupyter Notebook - Size: 216 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

sjwedlund/Credit_Risk_Analysis

Apply machine learning to solve the challenge of credit risk

Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

AndreaGiuliani-Git/DataMining4Cybersecurity

Juyter Notebook for classification of fraudulent or legal credit card transactions

Language: Jupyter Notebook - Size: 2.31 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Mehrab-Kalantari/Credit-Card-Fraud-Detection

Credit card transactions fraud detection using classic algorithms

Language: Jupyter Notebook - Size: 2.07 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

caseygomez/Credit_Risk_Analysis

Utilizing data preparation, statistical reasoning, and supervised machine learning to solve a real-world challenge: credit card risk.

Language: Jupyter Notebook - Size: 18.9 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Zahed-Golabi/Virtual-Learning-Environment

Create two models to predict the student's final result in a virtual learning environment

Language: Python - Size: 17.1 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

metaboulie/PyShiftLearn

Help you interact with different packages regarding imbalanced-learning, and extend them to search for a best model

Language: Python - Size: 28.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Abanobbb/Credit-card-fraud-detection

Language: Jupyter Notebook - Size: 131 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

WeiHongLee/KD-MTL

This is the repository for implementation of 'Knowledge Distillation for Multi-task Learning'

Language: Python - Size: 1.54 MB - Last synced at: 11 months ago - Pushed at: over 4 years ago - Stars: 10 - Forks: 0

prstrive/UniMVSNet

[CVPR 2022] Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation

Language: Python - Size: 1.23 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 201 - Forks: 12

jiawei-ren/BalancedMSE

[CVPR 2022 Oral] Balanced MSE for Imbalanced Visual Regression https://arxiv.org/abs/2203.16427

Language: Python - Size: 11.3 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 325 - Forks: 28

Giut0/NASA-NEO-Project

Final project for Data Mining course (Uniba)

Language: Jupyter Notebook - Size: 25.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

arunvignesh15/Machine-Learning

Learn and Explore

Language: Jupyter Notebook - Size: 1.28 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 5 - Forks: 0

zyh-uaiaaaa/Mine-Extra-Knowledge

Official implementation of the NeurIPS2023 paper: Leave No Stone Unturned: Mine Extra Knowledge for Imbalanced Facial Expression Recognition

Language: Python - Size: 360 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

weihaolun/Credit_Risk_Analysis

Supervised Machine Learning Project: imbalanced-learn; scikit-learn; RandomOverSampler; SMOTE; ClusterCentroids; SMOTEENN; BalancedRandomForestClassifier; EasyEnsembleClassifier.

Language: Jupyter Notebook - Size: 18.4 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nunompmoniz/ReBoost

An R Package with Boosting and SMOTEBoost implementations for Regression Tasks

Language: R - Size: 25.4 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 3

baibai25/MNDO

Multivariate Normal Distribution based Oversampling

Language: Jupyter Notebook - Size: 65.4 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 1

sharmaroshan/Fraud-Detection-in-Insurace-Claims

This is a very Important part of Data Science Case Study because Detecting Frauds and Analyzing their Behaviours and finding reasons behind them is one of the prime responsibilities of a Data Scientist. This is the Branch which comes under Anamoly Detection.

Language: Jupyter Notebook - Size: 2.23 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 7 - Forks: 3

Albertsr/Class-Imbalance

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

Language: Python - Size: 6 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 96 - Forks: 25

Soumyajit2709/Drug-Detection-using-Graph-Embedding

It is a simple machine learning algorithm to get the latent vector of the Molecules from the datasets. After that we address the imbalance problem in the dataset and handle it by using various resampling techniques. Then we measure the performance of the algorithm by deploying various Classifiers.

Language: Jupyter Notebook - Size: 20.1 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Soumyajit2709/AN-APPROACH-TO-CLASSIFY-ASTRONOMICAL-OBJECT-USING-IMBALANCED-SLOAN-DIGITAL-SKY-SURVEY-DATA

Classify stars, galaxies, and quasars with SDSS DR16 data. Balanced dataset using resampling techniques improves AdaBoost classifier's performance, enhancing astronomical object classification accuracy.

Language: Jupyter Notebook - Size: 62.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Treers/MetaCost

P. Domingos proposed a principled method for making an arbitrary classifier cost-sensitive by wrapping a cost-minimizing procedure around it. The procedure, called MetaCost, treats the underlying classifier as a black box, requiring no knowledge of its functioning or change to it.

Language: Python - Size: 116 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 37 - Forks: 8

Analitico-771/creditworthiness_classification_model

This is an Application that trains a model using supervised learning and imbalanced-learn library in order to classify and identify the creditworthiness of borrowers

Language: Jupyter Notebook - Size: 517 KB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

CarlosOrtegaV/PUCSBoost

Software implementation of a manuscript submitted to Information Sciences

Language: Python - Size: 85 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

CarlosOrtegaV/PU_AnomalyDetection

Software implementation of the manuscript "A Two-step Anomaly detection Based Method for PU Classification in Imbalanced Data Sets".

Language: Python - Size: 4.45 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 2 - Forks: 0

CarlosOrtegaV/PU_Hellinger_Trees

PU Hellinger Trees is a technique for positive and unlabeled imbalanced data.

Language: Python - Size: 2.05 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 1

PerceptionComputingLab/CLDL

[MedIA2023] Curriculum label distribution learning for imbalanced medical image segmentation

Language: Python - Size: 196 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

NeuralCollapseApplications/Semantic-Segmentation

[CVPR 2023] The official code for our CVPR 2023 paper "Understanding Imbalanced Semantic Segmentation Through Neural Collapse".

Size: 1.95 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 0

SayamAlt/Stellar-Classification---Sloan-Digital-Sky-Survey-17

Successfully established a machine learning model which can predict an appropriate stellar class, on the basis of a distinct set of spectral characteristics, to a substantially high level of accuracy.

Language: Jupyter Notebook - Size: 16.7 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

ZJLAB-AMMI/HS-OMRL

Python code to implement hard sampling based task representation learning for robust offline meta RL

Language: Python - Size: 125 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

diochnos/pac-imbalanced

Learning Reliable Rules under Class Imbalance (SDM 2021)

Language: C++ - Size: 27.3 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

damitkwr/AAMLPProject

Language: Jupyter Notebook - Size: 91 MB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 0 - Forks: 0

Mehrab-Kalantari/SMS-Spam-Classifier

Building spam classifier using different algorithms and choosing the best one to build a streamlit application

Language: Jupyter Notebook - Size: 1.45 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

NeuralCollapseApplications/ImbalancedLearning

[NeurIPS 2022] The official code for our NeurIPS 2022 paper "Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?".

Language: Python - Size: 674 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 33 - Forks: 4

Related Keywords
imbalanced-learning 197 machine-learning 82 imbalanced-data 56 scikit-learn 42 python 38 classification 24 imbalanced-classification 21 smote 20 pandas 19 logistic-regression 18 deep-learning 15 supervised-machine-learning 15 random-forest 14 jupyter-notebook 12 machine-learning-algorithms 12 oversampling 11 data-science 11 xgboost 11 numpy 10 imbalance-classification 10 supervised-learning 10 long-tailed-recognition 10 class-imbalance 9 neural-network 8 pytorch 8 seaborn 7 sklearn 7 regression 7 python3 7 smoteenn 7 data-visualization 7 matplotlib 7 ensemble-learning 7 feature-engineering 7 random-forest-classifier 7 data-mining 7 undersampling 7 clustercentroids 6 long-tail 6 balancedrandomforestclassifier 6 randomoversampler 6 easyensembleclassifier 6 data-augmentation 5 tensorflow 5 cost-sensitive-learning 5 image-classification 5 fraud-detection 5 computer-vision 5 random-over-sampling 4 r 4 imbalanced-learn 4 scikitlearn-machine-learning 4 imblearn 4 multiclass-classification 4 imbalanced-regression 4 resampling 4 long-tailed-learning 4 nlp 4 balanced-random-forest 4 neural-networks 4 confusion-matrix 4 graph-neural-networks 3 semi-supervised-learning 3 credit-risk 3 tensorflow2 3 easy-ensemble-classifier 3 gradient-boosting 3 kaggle 3 focal-loss 3 decision-trees 3 smote-sampling 3 svm 3 classification-algorithm 3 adaboost 3 keras 3 recall 3 precision 3 exploratory-data-analysis 3 streamlit 3 meta-learning 3 over-sampling 3 pandas-dataframe 3 artificial-intelligence 3 conda-environment 3 anaconda 3 imbalance 3 natural-language-processing 3 cross-validation 3 ensemble-model 3 pu-learning 3 ensemble 3 face-landmark-detection 2 linear-regression 2 cluster-centroids-algorithm 2 data-preprocessing 2 keras-tensorflow 2 facial-expression-recognition 2 data-analysis 2 classification-models 2 neural-collapse 2