Dimensionality Reduction

Residual-Based Sampling for Online Outlier-Robust PCA ICML 2022 Robust Streaming PCA NeurIPS 2022 Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality JMLR 2022 SpaceMAP: Visualizing High-Dimensional Data by Space Expansion ICML 2022 Statistical Optimality and Computational Efficiency of Nystrom Kernel PCA JMLR 2022 Sufficient reductions in regression with mixed predictors JMLR 2022 SummVD : An efficient approach for unsupervised topic-based text summarization AACL 2022 Supervised Dimensionality Reduction and Visualization using Centroid-Encoder JMLR 2022 Support Recovery in Sparse PCA with Incomplete Data NeurIPS 2022 Theoretical Foundations of t-SNE for Visualizing High-Dimensional Clustered Data JMLR 2022 Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset EMNLP 2022 Vector-Valued Least-Squares Regression under Output Regularity Assumptions JMLR 2022 Accelerated Combinatorial Search for Outlier Detection with Provable Bound on Sub-Optimality AAAI 2021 A Data Driven, Convex Optimization Approach to Learning Koopman Operators L4DC 2021 Adversarially Robust Low Dimensional Representations COLT 2021 A New Robust Subspace Recovery Algorithm (Student Abstract) AAAI 2021 A Novel Sequential Coreset Method for Gradient Descent Algorithms ICML 2021 A Sharp Blockwise Tensor Perturbation Bound for Orthogonal Iteration JMLR 2021 “Average” Approximates “First Principal Component”? An Empirical Analysis on Representations from Neural Language Models EMNLP 2021 BasisDeVAE: Interpretable Simultaneous Dimensionality Reduction and Feature-Level Clustering with Derivative-Based Variational Autoencoders ICML 2021 Binary Matrix Factorisation via Column Generation AAAI 2021 Brain Image Synthesis With Unsupervised Multivariate Canonical CSCl4Net CVPR 2021 Bringing UMAP Closer to the Speed of Light with GPU Acceleration AAAI 2021 Clustering Ensemble Meets Low-rank Tensor Approximation AAAI 2021 Communication-Efficient Distributed Covariance Sketch, with Application to Distributed PCA JMLR 2021