Deep Clustering

Deep Clustering is a document clustering method that integrates deep neural networks to learn task-specific feature representations and simultaneously optimize clustering objectives, thereby distinguishing itself from traditional clustering approaches by jointly performing representation learning and cluster assignment.

672

Publications

40.3K

Citations

2.4K

Authors

800

Institutions

Publications per year

2017–2026

629

Parents

Document Clustering

Publications

672

Deep clustering: Discriminative embeddings for segmentation and separation

John R. Hershey, Zhuo Chen, Jonathan Le Roux et al. · 2016 · 1.4K citations

Computing, Computer Science, Acoustics +13

Alloy

Daniel Jackson · ACM Transactions on Software Engineering and Methodology · 2002 · 1.2K citations

Computing, Computer Science, Artificial Intelligence +14

Improved Deep Embedded Clustering with Local Structure Preservation

Xifeng Guo, Long Gao, Xinwang Liu et al. · 2017 · 900 citations · Full text

Computing, Computer Science, Computer Vision +13

Permutation invariant training of deep models for speaker-independent multi-talker speech separation

Dong Yu, Zheng‐Hua Tan, Jesper Jensen · 2017 · 875 citations

Computing, Computer Science, Computational Acoustics +12

Multitalker Speech Separation With Utterance-Level Permutation Invariant Training of Deep Recurrent Neural Networks

Dong Yu, Zheng‐Hua Tan, Jesper Jensen · IEEE/ACM Transactions on Audio Speech and Language Processing · 2017 · 859 citations

Computing, Linguistics, Natural Language Processing +14

1–5 of 672

Authors

2.4K

XL
Xinwang Liu
National University of Defense Technology, China
16 publications · 2.1K citations
15
h-index
SZ
Sihang Zhou
National University of Defense Technology, China
9 publications · 873 citations
10
h-index
EZ
En Zhu
National University of Defense Technology, China
10 publications · 768 citations
10
h-index
LJ
Licheng Jiao
Xidian University, China
9 publications · 478 citations
10
h-index
SW
Shiping Wang
Fuzhou University, China
10 publications · 569 citations
10
h-index

1–5 of 2.4K

Institutions

800

1–8 of 800

Venues

arXiv (Cornell University)
Repository · 57 publications · 3.8K citations
25
h-index
IEEE Transactions on Neural Networks and Learning Systems
28 publications · 1.6K citations
21
h-index
IEEE Access
31 publications · 1.5K citations
19
h-index
Neurocomputing
17 publications · 1.3K citations
16
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 17 publications · 1.8K citations
15
h-index

1–5