conftrace_

high-dimensional clustering

13 papers

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Co-occurring keywords

gaussian mixture model (389) gaussian mixture (70) sparse clustering (7) high-dimensional statistics (145) feature selection (649) k-means clustering (235) k-median clustering (31) state evolution (15) sparse mean separation (1) random projection (145)

Papers

Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions JMLR 2025
Computation-information gap in high-dimensional clustering COLT 2024
UEQMS: UMAP Embedded Quick Mean Shift Algorithm for High Dimensional Clustering AAAI 2023
High-dimensional Clustering onto Hamiltonian Cycle ICML 2023
Clustering High-dimensional Data with Ordered Weighted $\ell_1$ Regularization AISTATS 2023
Escaping The Curse of Dimensionality in Bayesian Model-Based Clustering JMLR 2023
Subspace clustering in high-dimensions: Phase transitions & Statistical-to-Computational gap NIPS 2022
The Sparse MinMax k-Means Algorithm for High-Dimensional Clustering IJCAI 2020
Towards Clustering High-dimensional Gaussian Mixture Clouds in Linear Running Time AISTATS 2019
High Dimensional Clustering with r-nets AAAI 2019
Differentially Private Clustering in High-Dimensional Euclidean Spaces ICML 2017
High-dimensional Time Series Clustering via Cross-Predictability AISTATS 2017
Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation NIPS 2013