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Thirunavukarasu Balasubramaniam

Queensland University of Technology

SCHOLARLY PAPERS

4

DOWNLOADS

144

TOTAL CITATIONS

0

Scholarly Papers (4)

1.

DCCNMF: Deep Complementary and Consensus Non-Negative Matrix Factorization for Multi-View Clustering

Number of pages: 23 Posted: 07 Oct 2023
Sohan Dinusha Liyana Gunawardena, Khanh Luong, Thirunavukarasu Balasubramaniam and Richi Nayak
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology and Queensland University of Technology
Downloads 76 (860,052)

Abstract:

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Non-Negative Matrix Factorization (NMF), Coupled Non-Negative Matrix Factorization (CNMF), Deep Matrix Factorization (DMF), Manifold Learning, Multi-View Clustering

2.

Lapsdnmf: Label Propagation Assisted Soft-Constrained Deep Non-Negative Matrix Factorization for Semi-Supervised Multi-View Clustering

Number of pages: 28 Posted: 26 Aug 2024
Sohan Dinusha Liyana Gunawardena, Thirunavukarasu Balasubramaniam, Khanh Luong and Richi Nayak
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology and Queensland University of Technology
Downloads 41 (1,183,237)

Abstract:

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Deep Matrix Factorization (DMF), Non-negative Matrix Factorization (NMF), Multi-view Clustering, Semi-supervised learning, Graph Regularization, Label Propagation

3.

Lapsdnmf: Label Propagation Assisted Soft-Constrained Deep Non-Negative Matrix Factorisation for Semi-Supervised Multi-View Clustering

Number of pages: 30 Posted: 26 Aug 2025
Sohan Dinusha Liyana Gunawardena, Thirunavukarasu Balasubramaniam, Khanh Luong and Richi Nayak
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology and Queensland University of Technology
Downloads 19 (1,481,165)

Abstract:

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Deep Non-negative Matrix Factorisation (DNMF), multi-view clustering, Semi-Supervised Learning, Soft-constrained, Label Propagation, Graph Regularisation

4.

Disentangling Context from Auxiliary Information: Contrastive Learning for Extrinsic Modulation in Context-Aware Recommender Systems

Number of pages: 16 Posted: 10 Mar 2026
Thanh Kim Vu and Thirunavukarasu Balasubramaniam
Queensland University of Technology and Queensland University of Technology
Downloads 8 (1,566,597)

Abstract:

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Context-Aware Recommender Systems, Disentangled Representation Learning, Contrastive Learning, Graph Neural Networks, Collective Matrix Factorization