dimensionality reduction

Robust Graph-Based Multi-View Clustering AAAI 2022 Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality JMLR 2022 SpaceMAP: Visualizing High-Dimensional Data by Space Expansion ICML 2022 Sub-exponential time Sum-of-Squares lower bounds for Principal Components Analysis NeurIPS 2022 SummVD : An efficient approach for unsupervised topic-based text summarization AACL 2022 Supervised Dimensionality Reduction and Visualization using Centroid-Encoder JMLR 2022 Temporality Spatialization: A Scalable and Faithful Time-Travelling Visualization for Deep Classifier Training IJCAI 2022 The Curse Revisited: When are Distances Informative for the Ground Truth in Noisy High-Dimensional Data? AISTATS 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 Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem NAACL 2022 Accelerating Ecological Sciences from Above: Spatial Contrastive Learning for Remote Sensing AAAI 2021 Adapting Speaker Embeddings for Speaker Diarisation Interspeech 2021 Algorithmic stability and generalization of an unsupervised feature selection algorithm NeurIPS 2021 A New Robust Subspace Recovery Algorithm (Student Abstract) AAAI 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 Bringing UMAP Closer to the Speed of Light with GPU Acceleration AAAI 2021 Bubblewrap: Online tiling and real-time flow prediction on neural manifolds NeurIPS 2021 Covariance-Free Partial Least Squares: An Incremental Dimensionality Reduction Method WACV 2021 Dimensionality Reduction for the Sum-of-Distances Metric ICML 2021 Dimensionality Reduction for Wasserstein Barycenter NeurIPS 2021 Entangled Kernels - Beyond Separability JMLR 2021 Exponentially Improved Dimensionality Reduction for l1: Subspace Embeddings and Independence Testing COLT 2021 Fast and Compact Bilinear Pooling by Shifted Random Maclaurin AAAI 2021