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imbalanced classification

learning classifier from class-imbalanced data

Papers

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Showing 1–25 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
Graph Neural Network-based Spectral Filtering Mechanism for Imbalance Classification in Network Digital Twin—0
A statistical theory of overfitting for imbalanced classificationCode0
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
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