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Distribution Preserving Network Embedding
Qin, Anyong1; Shang, Zhaowei1; Zhang, Taiping1; Tang, Yuan Yan2
2019-05-01
Conference Name44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Source PublicationICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume2019-May
Pages3562-3566
Conference DateMAY 12-17, 2019
Conference PlaceBrighton, ENGLAND
Abstract

The deep autoencoder network which is based on constraining non-negative weights, can learn a low dimensional part-based representation. On the other hand, the inherent structure of the each data cluster can be described by the distribution of the intraclass sample. Then one hopes to learn a new low dimensional feature which can preserve the intrinsic structure embedded in the high dimensional data space perfectly. In this paper, by preserving data distribution, a deep part-based representation can be learned, and the novel algorithm is called Distribution Preserving Network Embedding (DPNE). In DPNE, we first need to estimate the distribution of the original data, and then we seek a part-based representation which respects the distribution. The experimental results on real-world data sets show that the proposed algorithm has good performance in terms of cluster accuracy and adjusted mutual information (AMI).

KeywordClustering Distribution Preserving Manifold Structure Part-based Representation Sparse Autoencoder
DOI10.1109/ICASSP.2019.8682577
URLView the original
Indexed ByCPCI-S
Language英語English
WOS Research AreaAcoustics ; Engineering
WOS SubjectAcoustics ; Engineering, Electrical & Electronic
WOS IDWOS:000482554003157
Scopus ID2-s2.0-85068961174
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Cited Times [WOS]:0   [WOS Record]     [Related Records in WOS]
Document TypeConference paper
CollectionUniversity of Macau
Affiliation1.Chongqing University, China
2.University of Macau, Macao
Recommended Citation
GB/T 7714
Qin, Anyong,Shang, Zhaowei,Zhang, Taiping,et al. Distribution Preserving Network Embedding[C],2019:3562-3566.
APA Qin, Anyong,Shang, Zhaowei,Zhang, Taiping,&Tang, Yuan Yan.(2019).Distribution Preserving Network Embedding.ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings,2019-May,3562-3566.
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