Dimensionality Reduction

IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations AAAI 2025 Learning causal graphs via nonlinear sufficient dimension reduction JMLR 2025 Multi-Subspace Matrix Recovery from Permuted Data AAAI 2025 Neural Networks Perform Sufficient Dimension Reduction AAAI 2025 Nonparametric Factor Analysis and Beyond AISTATS 2025 NUST Omega at RIRAG 2025: Investigating Context-aware Retrieval and Answer Generations-Lessons and Challenges COLING 2025 On Finding Hubs in High Dimensions with Sampling AAAI 2025 On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025 "Principal Components" Enable A New Language of Images ICCV 2025 Probabilistic Geometric Principal Component Analysis with application to neural data ICLR 2025 Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees JMLR 2025 Randomly Removing 50% of Dimensions in Text Embeddings has Minimal Impact on Retrieval and Classification Tasks EMNLP 2025 Recovering Manifold Structure Using Ollivier Ricci Curvature ICLR 2025 Redundancy, Isotropy, and Intrinsic Dimensionality of Prompt-based Text Embeddings ACL 2025 Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models COLING 2025 Simple and Effective Content Encoder for Singing Voice Conversion via SSL-Embedding Dimension Reduction Interspeech 2025 StableMDS: A Novel Gradient Descent-Based Method for Stabilizing and Accelerating Weighted Multidimensional Scaling AISTATS 2025 Subspace Recovery in Winsorized PCA: Insights into Accuracy and Robustness AISTATS 2025 Temporal Streaming Batch Principal Component Analysis for Time Series Classification (Student Abstract) AAAI 2025 Tensorial Multi-view Clustering with Deep Anchor Graph Projection IJCAI 2025 TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation AAAI 2025 Unsupervised Kernel-based Multi-view Feature Selection with Robust Self-representation and Binary Hashing AAAI 2025 Voxplorer: Voice data exploration and projection in an interactive dashboard Interspeech 2025 When Can We Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis? AAAI 2025 Wrapped Partial Label Dimensionality Reduction via Dependence Maximization IJCAI 2025