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Optimality of Spectral Clustering in the Gaussian Mixture Model

Optimality of Spectral Clustering in the Gaussian Mixture Model

1 November 2019
Matthias Löffler
A. Zhang
Harrison H. Zhou
ArXivPDFHTML

Papers citing "Optimality of Spectral Clustering in the Gaussian Mixture Model"

16 / 16 papers shown
Title
Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor
  Model
Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model
Hugo Lebeau
M. Seddik
J. H. D. M. Goulart
23
1
0
16 Feb 2024
Adversarially robust clustering with optimality guarantees
Adversarially robust clustering with optimality guarantees
Soham Jana
Kun Yang
Sanjeev R. Kulkarni
AAML
34
2
0
16 Jun 2023
Deflated HeteroPCA: Overcoming the curse of ill-conditioning in
  heteroskedastic PCA
Deflated HeteroPCA: Overcoming the curse of ill-conditioning in heteroskedastic PCA
Yuchen Zhou
Yuxin Chen
40
4
0
10 Mar 2023
Scalable Clustering: Large Scale Unsupervised Learning of Gaussian
  Mixture Models with Outliers
Scalable Clustering: Large Scale Unsupervised Learning of Gaussian Mixture Models with Outliers
Yiji Zhou
K. Gallivan
Adrian Barbu
26
1
0
28 Feb 2023
Fundamental Limits of Spectral Clustering in Stochastic Block Models
Fundamental Limits of Spectral Clustering in Stochastic Block Models
An Zhang
44
4
0
23 Jan 2023
Semidefinite programming on population clustering: a global analysis
Semidefinite programming on population clustering: a global analysis
Shuheng Zhou
18
1
0
01 Jan 2023
Asymptotics for The $k$-means
Asymptotics for The kkk-means
Tonglin Zhang
16
2
0
18 Nov 2022
Bayesian Sparse Gaussian Mixture Model in High Dimensions
Bayesian Sparse Gaussian Mixture Model in High Dimensions
Dapeng Yao
Fangzheng Xie
Yanxun Xu
36
1
0
21 Jul 2022
Optimal Clustering by Lloyd Algorithm for Low-Rank Mixture Model
Optimal Clustering by Lloyd Algorithm for Low-Rank Mixture Model
Zhongyuan Lyu
Dong Xia
29
3
0
11 Jul 2022
Minimax Optimal Clustering of Bipartite Graphs with a Generalized Power
  Method
Minimax Optimal Clustering of Bipartite Graphs with a Generalized Power Method
Guillaume Braun
Hemant Tyagi
25
5
0
24 May 2022
A Bayesian Approach To Graph Partitioning
A Bayesian Approach To Graph Partitioning
Farshad Noravesh
21
0
0
24 Apr 2022
Selective inference for k-means clustering
Selective inference for k-means clustering
Yiqun T. Chen
Daniela Witten
27
43
0
29 Mar 2022
Learning Low-Dimensional Nonlinear Structures from High-Dimensional
  Noisy Data: An Integral Operator Approach
Learning Low-Dimensional Nonlinear Structures from High-Dimensional Noisy Data: An Integral Operator Approach
Xiucai Ding
Rongkai Ma
44
9
0
28 Feb 2022
Optimal Clustering in Anisotropic Gaussian Mixture Models
Optimal Clustering in Anisotropic Gaussian Mixture Models
Xin Chen
A. Zhang
18
9
0
14 Jan 2021
Spectral Methods for Data Science: A Statistical Perspective
Spectral Methods for Data Science: A Statistical Perspective
Yuxin Chen
Yuejie Chi
Jianqing Fan
Cong Ma
44
165
0
15 Dec 2020
Computationally efficient sparse clustering
Computationally efficient sparse clustering
Matthias Löffler
Alexander S. Wein
Afonso S. Bandeira
35
14
0
21 May 2020
1