Data Skeleton Learning: Scalable active clustering with sparse graph structures

Wen-Bo Xie

doi:10.1016/j.patcog.2025.113018

2025-12-29

PRE

DOI：10.1016/j.patcog.2025.113018

原文链接

原文求助

摘要

En 中文

• 提出了一种新颖的约束聚类主动学习框架。 • 为大规模数据聚类提出了两种定制的稀疏图结构。 • 进行了概率分析以建立理论正确性。

期刊

Pattern Recognition

IF:

7.6

论文数:

1.3W

被引数:

4.5W

机构

xihua university

学者数:

2.4K

论文数: 818

被引数: 0

southwest petroleum university

学者数:

1.9K

论文数: 645

被引数: 0

University of Minnesota

学者数:

3.4K

论文数: 1.6K

被引数: 8.5W

University of Electronic Science and Technology of China

学者数:

5.5K

论文数: 2.2K

被引数: 4.0W

查看更多机构

引用论文

Context-assisted face clustering framework with human-in-the-loop

International Journal of Multimedia Information Retrieval

IF0

2014-04-05

PREAI

Liyan Zhang; Dmitri V. Kalashnikov; Sharad Mehrotra

Semi-supervised hierarchical ensemble clustering based on an innovative distance metric and constraint information

Engineering Applications of Artificial Intelligence

IF0

2023-09-01

PREAI

Baohua Shen; Juan Jiang; Feng Qian; Daoguo Li; Yanming Ye; Gholamreza Ahmadi

Interactive Graph Construction for Graph-Based Semi-Supervised Learning

IEEE Transactions on Visualization and Computer Graphics

IF0

2021-09-01

OAAI

Changjian Chen; Zhaowei Wang; Jing Wu; Xiting Wang; Lan-Zhe Guo; Yu-Feng Li; Shixia Liu

Online kernel-based clustering

PATTERN RECOGNITION

IF7.6

2025-02-01

PREAI

Alam, Abrar; Malhotra, Akshay; Schizas, Ioannis D.

Using AUC and accuracy in evaluating learning algorithms 使用AUC和准确性评估学习算法

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

IF10.4

2005-03-01

1.5K

OAAI

Huang, J; Ling, CX

ASCENT: Active Supervision for Semi-Supervised Learning

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

IF10.4

2020-05-01

PREAI

Li, Yanchao; Wang, Yongli; Yu, Dong-Jun; Ye, Ning; Hu, Peng; Zhao, Ruxin

Clustering by fast search and find of density peaks

Science

IF0

2014-06-27

PREAI

Alex Rodriguez; Alessandro Laio

Phase-space quantum distributions and information theory

Physical Review A

IF0

2023-04-14

PREAI

Saúl J. C. Salazar; Humberto G. Laguna; Robin P. Sagar

Active Learning of Constraints for Semi-Supervised Clustering 半监督聚类的约束主动学习算法

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

IF10.4

2014-01-01

PREAI

Xiong, Sicheng; Azimi, Javad; Fern, Xiaoli Z.

Fast and Effective Active Clustering Ensemble Based on Density Peak

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

IF8.9

2021-08-01

PREAI

Shi, Yifan; Yu, Zhiwen; Cao, Wenming; Chen, C. L. Philip; Wong, Hau-San; Han, Guoqiang

查看更多内容