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high-dimensional data

206 papers

Papers

Voronoi density estimator for high-dimensional data: Computation, compactification and convergence UAI 2022 An Importance Weighted Feature Selection Stability Measure JMLR 2021 Automated Clustering of High-dimensional Data with a Feature Weighted Mean Shift Algorithm AAAI 2021 Consistent Semi-Supervised Graph Regularization for High Dimensional Data JMLR 2021 Factor-analytic inverse regression for high-dimension, small-sample dimensionality reduction ICML 2021 Optimal Minimax Variable Selection for Large-Scale Matrix Linear Regression Model JMLR 2021 Post-selection inference with HSIC-Lasso ICML 2021 Privately Learning Subspaces NeurIPS 2021 SG-PALM: a Fast Physically Interpretable Tensor Graphical Model ICML 2021 Subspace Clustering through Sub-Clusters JMLR 2021 2-MAP: Aligned Visualizations for Comparison of High-Dimensional Point Sets WACV 2020 Approximate Cross-Validation with Low-Rank Data in High Dimensions NeurIPS 2020 Distributed Feature Screening via Componentwise Debiasing JMLR 2020 Functional Martingale Residual Process for High-Dimensional Cox Regression with Model Averaging JMLR 2020 IVFS: Simple and Efficient Feature Selection for High Dimensional Topology Preservation AAAI 2020 Optimizing the Feature Selection Process for Better Accuracy in Datasets with a Large Number of Features (Student Abstract) AAAI 2020 Prediction regions through Inverse Regression JMLR 2020 Projective Quadratic Regression for Online Learning AAAI 2020 Regularized Estimation of High-dimensional Factor-Augmented Vector Autoregressive (FAVAR) Models JMLR 2020 Simple and Scalable Sparse k-means Clustering via Feature Ranking NeurIPS 2020 Targeted Fused Ridge Estimation of Inverse Covariance Matrices from Multiple High-Dimensional Data Classes JMLR 2020 The Optimal Ridge Penalty for Real-world High-dimensional Data Can Be Zero or Negative due to the Implicit Ridge Regularization JMLR 2020 AFS: An Attention-Based Mechanism for Supervised Feature Selection AAAI 2019 An Improved Hierarchical Datastructure for Nearest Neighbor Search AAAI 2019 Conditional Independence Testing using Generative Adversarial Networks NeurIPS 2019