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imbalanced classification

learning classifier from class-imbalanced data

Papers

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Showing 1–50 of 211 papers

TitleStatusHype
LSH-DynED: A Dynamic Ensemble Framework with LSH-Based Undersampling for Evolving Multi-Class Imbalanced ClassificationCode0
CopulaSMOTE: A Copula-Based Oversampling Approach for Imbalanced Classification in Diabetes Prediction—0
Asymptotic Normality of Infinite Centered Random Forests -Application to Imbalanced Classification—0
Bridging Econometrics and AI: VaR Estimation via Reinforcement Learning and GARCH Models—0
Kernel-Based Enhanced Oversampling Method for Imbalanced Classification—0
QCS-ADME: Quantum Circuit Search for Drug Property Prediction with Imbalanced Data and Regression Adaptation—0
Multi-Class Imbalanced Learning with Support Vector Machines via Differential Evolution—0
A statistical theory of overfitting for imbalanced classificationCode0
Graph Neural Network-based Spectral Filtering Mechanism for Imbalance Classification in Network Digital Twin—0
A Mathematics Framework of Artificial Shifted Population Risk and Its Further Understanding Related to Consistency RegularizationCode0
Balancing the Scales: A Theoretical and Algorithmic Framework for Learning from Imbalanced Data—0
Deep Learning Meets Oversampling: A Learning Framework to Handle Imbalanced Classification—0
A binary PSO based ensemble under-sampling model for rebalancing imbalanced training data—0
Transfer Neyman-Pearson Algorithm for Outlier Detection—0
GAT-RWOS: Graph Attention-Guided Random Walk Oversampling for Imbalanced Data ClassificationCode0
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap ClassCode0
Kernel-Free Universum Quadratic Surface Twin Support Vector Machines for Imbalanced Data—0
Dist Loss: Enhancing Regression in Few-Shot Region through Distribution Distance ConstraintCode0
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
Adaptive Parametric ActivationCode2
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
AnchorAL: Computationally Efficient Active Learning for Large and Imbalanced DatasetsCode1
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
Mixture of Mixups for Multi-label Classification of Rare Anuran SoundsCode1
Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification—0
Active Generalized Category DiscoveryCode2
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
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