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imbalanced classification

learning classifier from class-imbalanced data

Papers

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Showing 51–100 of 211 papers

TitleStatusHype
An Oversampling-enhanced Multi-class Imbalanced Classification Framework for Patient Health Status Prediction Using Patient-reported Outcomes—0
Zipfian WhiteningCode0
LiwTERM: A Lightweight Transformer-Based Model for Dermatological Multimodal Lesion DetectionCode0
ECGN: A Cluster-Aware Approach to Graph Neural Networks for Imbalanced ClassificationCode0
Optimal Downsampling for Imbalanced Classification with Generalized Linear Models—0
Training Over a Distribution of Hyperparameters for Enhanced Performance and Adaptability on Imbalanced Classification—0
Anisotropic Diffusion Probabilistic Model for Imbalanced Image Classification—0
A Multimodal Approach for Fluid Overload Prediction: Integrating Lung Ultrasound and Clinical Data—0
When resampling/reweighting improves feature learning in imbalanced classification?: A toy-model study—0
Ultra-imbalanced classification guided by statistical information—0
Lightweight Transducer Based on Frame-Level CriterionCode0
Covariance-corrected Whitening Alleviates Network Degeneration on Imbalanced Classification—0
All-around Neural Collapse for Imbalanced Classification—0
Balancing the Scales: Reinforcement Learning for Fair ClassificationCode0
Convex space learning for tabular synthetic data generationCode0
Conformal Prediction for Class-wise Coverage via Augmented Label Rank CalibrationCode0
Synthetic Oversampling: Theory and A Practical Approach Using LLMs to Address Data ImbalanceCode0
Improving SMOTE via Fusing Conditional VAE for Data-adaptive Noise Filtering—0
OTLP: Output Thresholding Using Mixed Integer Linear Programming—0
Automatic Recognition of Food Ingestion Environment from the AIM-2 Wearable Sensor—0
Robust performance metrics for imbalanced classification problems—0
COMPILED: Deep Metric Learning for Defect Classification of Threaded Pipe Connections using Multichannel Partially Observed Functional Data—0
Selective Mixup Fine-Tuning for Optimizing Non-Decomposable ObjectivesCode0
An Experimental Study on the Rashomon Effect of Balancing Methods in Imbalanced ClassificationCode0
iBRF: Improved Balanced Random Forest ClassifierCode0
Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification—0
Optimizing for ROC Curves on Class-Imbalanced Data by Training over a Family of Loss FunctionsCode0
Enhancing dysarthria speech feature representation with empirical mode decomposition and Walsh-Hadamard transform—0
An extended asymmetric sigmoid with Perceptron (SIGTRON) for imbalanced linear classification—0
Sharp error bounds for imbalanced classification: how many examples in the minority class?—0
Heterophily-Based Graph Neural Network for Imbalanced Classification—0
A Supervised Embedding and Clustering Anomaly Detection method for classification of Mobile Network Faults—0
Efficient Hybrid Oversampling and Intelligent Undersampling for Imbalanced Big Data Classification—0
Feedback-guided Data Synthesis for Imbalanced ClassificationCode0
SCoRe: Submodular Combinatorial Representation Learning—0
Sampling - Variational Auto Encoder - Ensemble: In the Quest of Explainable Artificial Intelligence—0
A Comparative Study of Loss Functions: Traffic Predictions in Regular and Congestion ScenariosCode0
Tackling Diverse Minorities in Imbalanced Classification—0
SMOClust: Synthetic Minority Oversampling based on Stream Clustering for Evolving Data StreamsCode0
Scope Loss for Imbalanced Classification and RL Exploration—0
Achieving Linear Speedup in Decentralized Stochastic Compositional Minimax Optimization—0
SleepEGAN: A GAN-enhanced Ensemble Deep Learning Model for Imbalanced Classification of Sleep Stages—0
INGB: Informed Nonlinear Granular Ball Oversampling Framework for Noisy Imbalanced ClassificationCode0
The Effect of Balancing Methods on Model Behavior in Imbalanced Classification ProblemsCode0
Enlarged Large Margin Loss for Imbalanced ClassificationCode0
Three-way Imbalanced Learning based on Fuzzy Twin SVM—0
SC-MIL: Supervised Contrastive Multiple Instance Learning for Imbalanced Classification in Pathology—0
Benchmark of Data Preprocessing Methods for Imbalanced ClassificationCode0
Experimenting with an Evaluation Framework for Imbalanced Data Learning (EFIDL)—0
Imbalanced Classification In Faulty Turbine Data: New Proximal Policy Optimization—0
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