dimensionality reduction

On Differentially Private Subspace Estimation in a Distribution-Free Setting NeurIPS 2024 On Sparse Canonical Correlation Analysis NeurIPS 2024 Optimization Can Learn Johnson Lindenstrauss Embeddings NeurIPS 2024 Parsing neural dynamics with infinite recurrent switching linear dynamical systems ICLR 2024 Physics-Informed Representation and Learning: Control and Risk Quantification AAAI 2024 PyDMD: A Python Package for Robust Dynamic Mode Decomposition JMLR 2024 Reconstruction Weighting Principal Component Analysis with Fusion Contrastive Learning IJCAI 2024 Sample Efficient Learning of Factored Embeddings of Tensor Fields AISTATS 2024 Selective Deep Autoencoder for Unsupervised Feature Selection AAAI 2024 Simple and scalable algorithms for cluster-aware precision medicine AISTATS 2024 Sketched Lanczos uncertainty score: a low-memory summary of the Fisher information NeurIPS 2024 Solving Sparse \& High-Dimensional-Output Regression via Compression NeurIPS 2024 Sparse Dimensionality Reduction Revisited ICML 2024 The Effective Number of Shared Dimensions Between Paired Datasets AISTATS 2024 The tree autoencoder model, with application to hierarchical data visualization NeurIPS 2024 ActUp: Analyzing and Consolidating tSNE and UMAP IJCAI 2023 Adaptive Graph Convolutional Subspace Clustering CVPR 2023 A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction NeurIPS 2023 An Online and Unified Algorithm for Projection Matrix Vector Multiplication with Application to Empirical Risk Minimization AISTATS 2023 A Novel Stochastic Gradient Descent Algorithm for Learning Principal Subspaces AISTATS 2023 A Randomized Subspace-based Approach for Dimensionality Reduction and Important Variable Selection JMLR 2023 Are Neurons Actually Collapsed? On the Fine-Grained Structure in Neural Representations ICML 2023 A Unified Framework for Optimization-Based Graph Coarsening JMLR 2023 BASiS: Batch Aligned Spectral Embedding Space CVPR 2023 Bottleneck Structure in Learned Features: Low-Dimension vs Regularity Tradeoff NeurIPS 2023