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Statistical Properties of Convex Clustering
Electronic Journal of Statistics (EJS), 2015
28 March 2015
Kean Ming Tan
Daniela Witten
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Papers citing
"Statistical Properties of Convex Clustering"
42 / 42 papers shown
Convex Clustering Redefined: Robust Learning with the Median of Means Estimator
Sourav De
Koustav Chowdhury
Bibhabasu Mandal
Sagar Ghosh
Swagatam Das
Debolina Paul
Saptarshi Chakraborty
135
0
0
12 Nov 2025
A New Framework for Convex Clustering in Kernel Spaces: Finite Sample Bounds, Consistency and Performance Insights
Shubhayan Pan
Saptarshi Chakraborty
Debolina Paul
Kushal Bose
Swagatam Das
94
0
0
07 Nov 2025
Bounds on Perfect Node Classification: A Convex Graph Clustering Perspective
Firooz Shahriari-Mehr
Javad Aliakbari
Alexandre Graell i Amat
Ashkan Panahi
104
0
0
27 Aug 2025
Tree-Guided
L
1
L_1
L
1
-Convex Clustering
Bingyuan Zhang
Yoshikazu Terada
243
0
0
31 Mar 2025
Low Rank Convex Clustering For Matrix-Valued Observations
Meixia Lin
Yangjing Zhang
291
1
0
23 Dec 2024
Adaptive Self-supervised Robust Clustering for Unstructured Data with Unknown Cluster Number
Chen-Lu Ding
Jiancan Wu
Wei Lin
Shiyang Shen
Xiang Wang
Yancheng Yuan
404
1
0
29 Jul 2024
Selective inference after convex clustering with
ℓ
1
\ell_1
ℓ
1
penalization
E S A I M: Probability & Statistics (ESAIM-PS), 2023
François Bachoc
Cathy Maugis-Rabusseau
P. Neuvial
254
4
0
04 Sep 2023
Multi-Task Learning Regression via Convex Clustering
Computational Statistics & Data Analysis (CSDA), 2023
Akira Okazaki
Shuichi Kawano
153
4
0
26 Apr 2023
Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees
Ziwen Wang
Yancheng Yuan
Jiaming Ma
T. Zeng
Defeng Sun
259
3
0
29 Mar 2023
Re-embedding data to strengthen recovery guarantees of clustering
Tao Jiang
Samuel Tan
S. Vavasis
FedML
339
0
0
26 Jan 2023
Simple and Scalable Algorithms for Cluster-Aware Precision Medicine
International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Amanda M. Buch
C. Liston
L. Grosenick
432
2
0
29 Nov 2022
GraphMAD: Graph Mixup for Data Augmentation using Data-Driven Convex Clustering
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Madeline Navarro
Santiago Segarra
237
15
0
27 Oct 2022
Bregman Power k-Means for Clustering Exponential Family Data
International Conference on Machine Learning (ICML), 2022
Adithya Vellal
Saptarshi Chakraborty
Jason Xu
265
6
0
22 Jun 2022
Fusion Subspace Clustering for Incomplete Data
IEEE International Joint Conference on Neural Network (IJCNN), 2022
Usman Mahmood
Daniel L. Pimentel-Alarcón
160
0
0
22 May 2022
Network Clustering for Latent State and Changepoint Detection
Madeline Navarro
Genevera I. Allen
Michael Weylandt
242
4
0
01 Nov 2021
Uniform Concentration Bounds toward a Unified Framework for Robust Clustering
Debolina Paul
Saptarshi Chakraborty
Swagatam Das
Jason Xu
192
18
0
27 Oct 2021
Local versions of sum-of-norms clustering
Alexander Dunlap
J. Mourrat
453
5
0
20 Sep 2021
On Convex Clustering Solutions
Canh Hao Nguyen
Hiroshi Mamitsuka
173
6
0
18 May 2021
Sum-of-norms clustering does not separate nearby balls
Journal of machine learning research (JMLR), 2021
Alexander Dunlap
J. Mourrat
467
4
0
28 Apr 2021
Automatic Registration and Clustering of Time Series
Michael Weylandt
George Michailidis
AI4TS
447
4
0
08 Dec 2020
An Efficient Smoothing Proximal Gradient Algorithm for Convex Clustering
Xiaoxia Zhou
Chunlei Du
Xiaodong Cai
161
6
0
22 Jun 2020
Supervised Convex Clustering
Biometrics (Biometrics), 2020
Minjie Wang
Tianyi Yao
Genevera I. Allen
257
9
0
25 May 2020
A Centroid Auto-Fused Hierarchical Fuzzy c-Means Clustering
IEEE transactions on fuzzy systems (IEEE Trans. Fuzzy Syst.), 2020
Yunxia Lin
Songcan Chen
226
37
0
27 Apr 2020
An Elementary Approach to Convergence Guarantees of Optimization Algorithms for Deep Networks
Allerton Conference on Communication, Control, and Computing (Allerton), 2019
Vincent Roulet
Zaïd Harchaoui
234
2
0
20 Feb 2020
Integrative Generalized Convex Clustering Optimization and Feature Selection for Mixed Multi-View Data
Journal of machine learning research (JMLR), 2019
Minjie Wang
Genevera I. Allen
300
43
0
11 Dec 2019
Convex Hierarchical Clustering for Graph-Structured Data
Asilomar Conference on Signals, Systems and Computers (ACSSC), 2019
Claire Donnat
S. Holmes
191
5
0
08 Nov 2019
Simultaneous Clustering and Optimization for Evolving Datasets
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019
Yawei Zhao
En Zhu
Xinwang Liu
Chang-Fu Tang
Deke Guo
Jianping Yin
257
5
0
04 Aug 2019
Transport Monte Carlo: High-Accuracy Posterior Approximation via Random Transport
L. Duan
OT
378
11
0
24 Jul 2019
High-dimensional Gaussian graphical model for network-linked data
Journal of machine learning research (JMLR), 2019
Tianxi Li
Cheng Qian
Elizaveta Levina
Ji Zhu
346
19
0
04 Jul 2019
On Structured Filtering-Clustering: Global Error Bound and Optimal First-Order Algorithms
Nhat Ho
Tianyi Lin
Sai Li
443
2
0
16 Apr 2019
Recovery of a mixture of Gaussians by sum-of-norms clustering
Tao Jiang
S. Vavasis
C. Zhai
274
19
0
19 Feb 2019
Splitting Methods for Convex Bi-Clustering and Co-Clustering
Michael Weylandt
511
14
0
18 Jan 2019
Dynamic Visualization and Fast Computation for Convex Clustering via Algorithmic Regularization
Michael Weylandt
John Nagorski
Genevera I. Allen
554
34
0
06 Jan 2019
Convex Clustering: Model, Theoretical Guarantee and Efficient Algorithm
Defeng Sun
Kim-Chuan Toh
Yancheng Yuan
269
81
0
04 Oct 2018
Triangle Lasso for Simultaneous Clustering and Optimization in Graph Datasets
Yawei Zhao
Kai Xu
Xinwang Liu
En Zhu
Xinzhong Zhu
Jianping Yin
122
28
0
20 Aug 2018
Recovering Trees with Convex Clustering
SIAM Journal on Mathematics of Data Science (SIMODS), 2018
Eric C. Chi
Stefan Steinerberger
260
33
0
28 Jun 2018
Provable Convex Co-clustering of Tensors
Eric C. Chi
Brian R. Gaines
W. Sun
Hua Zhou
Jian Yang
274
47
0
17 Mar 2018
An Efficient Semismooth Newton Based Algorithm for Convex Clustering
Yancheng Yuan
Defeng Sun
Kim-Chuan Toh
190
30
0
20 Feb 2018
On the nonparametric maximum likelihood estimator for Gaussian location mixture densities with application to Gaussian denoising
Sujayam Saha
Adityanand Guntuboyina
268
59
0
06 Dec 2017
A Semi-Definite Programming approach to low dimensional embedding for unsupervised clustering
Stéphane Chrétien
Clément Dombry
A. Faivre
257
10
0
29 Jun 2016
Risk Bounds For Mode Clustering
Martin Azizyan
Yen-Chi Chen
Aarti Singh
Larry A. Wasserman
216
13
0
03 May 2015
Convex clustering via
ℓ
1
\ell_1
ℓ
1
fusion penalization
P. Radchenko
Gourab Mukherjee
590
41
0
02 Dec 2014
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