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Classification

15,805 papers

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Papers

Margin-Based Active Learning of Classifiers JMLR 2024
Learning Optimal Dynamic Treatment Regimens Subject to Stagewise Risk Controls JMLR 2024
Regimes of No Gain in Multi-class Active Learning JMLR 2024
Fairness guarantees in multi-class classification with demographic parity JMLR 2024
Unified Binary and Multiclass Margin-Based Classification JMLR 2024
Optimal Locally Private Nonparametric Classification with Public Data JMLR 2024
Volterra Neural Networks (VNNs) JMLR 2024
Classification of Data Generated by Gaussian Mixture Models Using Deep ReLU Networks JMLR 2024
Neural Collapse for Unconstrained Feature Model under Cross-entropy Loss with Imbalanced Data JMLR 2024
Efficient Convex Algorithms for Universal Kernel Learning JMLR 2024
From Small Scales to Large Scales: Distance-to-Measure Density based Geometric Analysis of Complex Data JMLR 2024
Interpretable algorithmic fairness in structured and unstructured data JMLR 2024
MLRegTest: A Benchmark for the Machine Learning of Regular Languages JMLR 2024
aeon: a Python Toolkit for Learning from Time Series JMLR 2024
Studying the Interplay between Information Loss and Operation Loss in Representations for Classification JMLR 2024
Non-splitting Neyman-Pearson Classifiers JMLR 2024
An Asymptotic Study of Discriminant and Vote-Averaging Schemes for Randomly-Projected Linear Discriminants JMLR 2024
Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024
Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024
Estimating the Replication Probability of Significant Classification Benchmark Experiments JMLR 2024
Optimal Weighted Random Forests JMLR 2024
Label Noise Robustness of Conformal Prediction JMLR 2024
ENNS: Variable Selection, Regression, Classification, and Deep Neural Network for High-Dimensional Data JMLR 2024
A Characterization of Multioutput Learnability JMLR 2024
On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training JMLR 2024