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Data Skeleton Learning: Scalable active clustering with sparse graph structures

delete2025-12-29
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PRE
AI
W
Wen-Bo Xie
X
Xun Fu
B
Bin Chen
Y
Yan-Li Lee
T
Tao Deng
T
Tian Zou
X
Xin Wang
刘
刘振 (Zhen Liu)
J
Jaideep Srivastava
DOI:10.1016/j.patcog.2025.113018delete
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Abstract

Abstract

En 中文
• A novel active learning framework for constrained clustering is proposed. • Two tailored spare graph structures are proposed for large data clustering. • A probabilistic analysis is done to establish the theoretical correctness.

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

X
xihua university
Scholars:
2.4K
Papers: 818
Citations: 0
S
southwest petroleum university
Scholars:
1.9K
Papers: 645
Citations: 0
U
University of Minnesota
Scholars:
3.4K
Papers: 1.6K
Citations: 8.5W
U
University of Electronic Science and Technology of China
Scholars:
5.5K
Papers: 2.2K
Citations: 4.0W
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Cited Papers

Cited Papers

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errChangjian Chen; Zhaowei Wang; Jing Wu; Xiting Wang; Lan-Zhe Guo; Yu-Feng Li; Shixia Liu
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Online kernel-based clustering
err2025-02-01
err0
PREAI
errAlam, Abrar; Malhotra, Akshay; Schizas, Ioannis D.
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ASCENT: Active Supervision for Semi-Supervised Learning
err2020-05-01
err12
PREAI
errLi, Yanchao; Wang, Yongli; Yu, Dong-Jun; Ye, Ning; Hu, Peng; Zhao, Ruxin
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Clustering by fast search and find of density peaks
err2014-06-27
err0
PREAI
errAlex Rodriguez; Alessandro Laio
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Phase-space quantum distributions and information theory
err2023-04-14
err0
PREAI
errSaúl J. C. Salazar; Humberto G. Laguna; Robin P. Sagar
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Fast and Effective Active Clustering Ensemble Based on Density Peak
err2021-08-01
err23
PREAI
errShi, Yifan; Yu, Zhiwen; Cao, Wenming; Chen, C. L. Philip; Wong, Hau-San; Han, Guoqiang
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researcher View more