high-dimensional classification

Inference with non-differentiable surrogate loss in a general high-dimensional classification framework JMLR 2026 Transfer Learning via Regularized Random-effects Linear Discriminant Analysis JMLR 2026 Classification in the high dimensional Anisotropic mixture framework: A new take on Robust Interpolation JMLR 2025 Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data JMLR 2025 An Asymptotic Study of Discriminant and Vote-Averaging Schemes for Randomly-Projected Linear Discriminants JMLR 2024 A Novel Evolutionary Multitasking Feature Selection Approach for Genomic Data Classification ACML 2024 High-dimensional SGD aligns with emerging outlier eigenspaces ICLR 2024 On Some Fast And Robust Classifiers For High Dimension, Low Sample Size Data AISTATS 2022 Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022 Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed ICML 2021 High-dimensional Linear Discriminant Analysis Classifier for Spiked Covariance Model JMLR 2020 Noise Accumulation in High Dimensional Classification and Total Signal Index JMLR 2020 The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture ICML 2020 Error bounds for sparse classifiers in high-dimensions AISTATS 2019 Voronoi Boundary Classification: A High-Dimensional Geometric Approach via Weighted Monte Carlo Integration ICML 2019 Accelerating Cross-Validation in Multinomial Logistic Regression with ℓ_1-Regularization JMLR 2018 A Direct Approach for Sparse Quadratic Discriminant Analysis JMLR 2018 Group Sparse Additive Machine NeurIPS 2017 Multi-scale Classification using Localized Spatial Depth JMLR 2016 Neyman-Pearson Classification under High-Dimensional Settings JMLR 2016 Theory of Dual-sparse Regularized Randomized Reduction ICML 2015 CODA: High Dimensional Copula Discriminant Analysis JMLR 2013 Feature Selection in High-Dimensional Classification ICML 2013 Application of Non Parametric Empirical Bayes Estimation to High Dimensional Classification JMLR 2009 Margin Trees for High-dimensional Classification JMLR 2007