Dimensionality Reduction

An Improved Latent Low Rank Representation for Automatic Subspace Clustering IJCAI 2020 A Simple and Effective Approach to Robust Unsupervised Bilingual Dictionary Induction COLING 2020 CCA-Flow: Deep Multi-view Subspace Learning with Inverse Autoregressive Flow ACML 2020 Demixed shared component analysis of neural population data from multiple brain areas NeurIPS 2020 Discriminative Feature Selection via A Structured Sparse Subspace Learning Module IJCAI 2020 Estimation and Imputation in Probabilistic Principal Component Analysis with Missing Not At Random Data NeurIPS 2020 Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation EMNLP 2020 Fast and Efficient Boolean Matrix Factorization by Geometric Segmentation AAAI 2020 Federated Principal Component Analysis NeurIPS 2020 Gain with no Pain: Efficiency of Kernel-PCA by Nyström Sampling AISTATS 2020 Generalized probabilistic principal component analysis of correlated data JMLR 2020 Geomstats: A Python Package for Riemannian Geometry in Machine Learning JMLR 2020 Going Beyond T-SNE: Exposing whatlies in Text Embeddings EMNLP 2020 GP-VAE: Deep Probabilistic Time Series Imputation AISTATS 2020 IVFS: Simple and Efficient Feature Selection for High Dimensional Topology Preservation AAAI 2020 JA-POLS: A Moving-Camera Background Model via Joint Alignment and Partially-Overlapping Local Subspaces CVPR 2020 Latent Dynamic Factor Analysis of High-Dimensional Neural Recordings NeurIPS 2020 Learning Feature Sparse Principal Subspace NeurIPS 2020 Learning from Binary Multiway Data: Probabilistic Tensor Decomposition and its Statistical Optimality JMLR 2020 Manifold structure in graph embeddings NeurIPS 2020 Multi-label Feature Selection via Global Relevance and Redundancy Optimization IJCAI 2020 Multi-Mutual Consistency Induced Transfer Subspace Learning for Human Motion Segmentation CVPR 2020 Multiresolution Tensor Learning for Efficient and Interpretable Spatial Analysis ICML 2020 Node Embeddings and Exact Low-Rank Representations of Complex Networks NeurIPS 2020 Nonlinear System Identification via Tensor Completion AAAI 2020