high-dimensional data

Finite Smoothing Algorithm for High-Dimensional Support Vector Machines and Quantile Regression ICML 2024 Joint learning of Gaussian graphical models in heterogeneous dependencies of high-dimensional transcriptomic data ACML 2024 Learning Adaptive Kernels for Statistical Independence Tests AISTATS 2024 Multi-Response Linear Discriminant Analysis in High Dimensions JMLR 2024 Mutual Information Estimation via Normalizing Flows NeurIPS 2024 Navigable Graphs for High-Dimensional Nearest Neighbor Search: Constructions and Limits NeurIPS 2024 Neural Causal Abstractions AAAI 2024 No Double Descent in Principal Component Regression: A High-Dimensional Analysis ICML 2024 Non-parametric classification via expand-and-sparsify representation NeurIPS 2024 On Differentially Private Subspace Estimation in a Distribution-Free Setting NeurIPS 2024 On Sparse Canonical Correlation Analysis NeurIPS 2024 On the Computational Complexity of Private High-dimensional Model Selection NeurIPS 2024 Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024 Scalable DBSCAN with Random Projections NeurIPS 2024 Scalable High-Dimensional Multivariate Linear Regression for Feature-Distributed Data JMLR 2024 Statistical analysis for a penalized EM algorithm in high-dimensional mixture linear regression model JMLR 2024 Unified Transfer Learning in High-Dimensional Linear Regression AISTATS 2024 Variable Importance in High-Dimensional Settings Requires Grouping AAAI 2024 An Efficient and Continuous Voronoi Density Estimator AISTATS 2023 A new ranking scheme for modern data and its application to two-sample hypothesis testing COLT 2023 Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input ICML 2023 Bayesian Data Selection JMLR 2023 Clustering High-dimensional Data with Ordered Weighted ℓ_1 Regularization AISTATS 2023 Differentially Private Approximate Near Neighbor Counting in High Dimensions NeurIPS 2023 DRCFS: Doubly Robust Causal Feature Selection ICML 2023