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Multi-view clustering of multilingual documents

Published: 19 July 2010 Publication History

Abstract

We propose a new multi-view clustering method which uses clustering results obtained on each view as a voting pattern in order to construct a new set of multi-view clusters. Our experiments on a multilingual corpus of documents show that performance increases significantly over simple concatenation and another multi-view clustering technique.

References

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M.-R. Amini, N. Usunier, and C. Goutte. Learning from multiple partially observed views -- an application to multilingual text categorization. In NIPS 22, 2009.
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S. Bickel and T. Scheffer. Multi-view clustering. In ICDM-04, pages 19--26, 2004.
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M. B. Blaschko and C. H. Lampert. Correlational spectral clustering. In CVPR--08, 2008.
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D. M. Blei, A. Y. Ng, and M. I. Jordan. Latent Dirichlet allocation. JMLR, pages 993--1022, 2003.
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E. Bruno and S. Marchand-Maillet. Multiview clustering: A late fusion approach using latent models. In SIGIR-09, pages 736--737, 2009.
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K. Chaudhuri, S. M. Kakade, K. Livescu, and K. Sridharan. Multi-view clustering via canonical correlation analysis. In ICML-09, pages 129--136, 2009.
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T. Hofmann. Unsupervised learning by probabilistic latent semantic analysis. Machine Learning, 42(1-2):177--196, January 2001.
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N. Slonim, N. Friedman, and N. Tishby. Unsupervised document classification using sequential information maximization. In SIGIR-02, pages 129--136, 2002.

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  • (2025)Using cross-domain knowledge augmentation to explore comorbidity in electronic health records dataExpert Systems with Applications10.1016/j.eswa.2024.125644263(125644)Online publication date: Mar-2025
  • (2025)CSMDC: Exploring consistently context semantics for multi-view document clusteringExpert Systems with Applications10.1016/j.eswa.2024.125386261(125386)Online publication date: Feb-2025
  • (2024)Self-Guided Partial Graph Propagation for Incomplete Multiview ClusteringIEEE Transactions on Neural Networks and Learning Systems10.1109/TNNLS.2023.324402135:8(10803-10816)Online publication date: Aug-2024
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Published In

cover image ACM Conferences
SIGIR '10: Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
July 2010
944 pages
ISBN:9781450301534
DOI:10.1145/1835449
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 19 July 2010

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Author Tags

  1. PLSA
  2. multi-view learning
  3. multilingual document clustering

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SIGIR '10
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SIGIR '10 Paper Acceptance Rate 87 of 520 submissions, 17%;
Overall Acceptance Rate 792 of 3,983 submissions, 20%

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Cited By

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  • (2025)Using cross-domain knowledge augmentation to explore comorbidity in electronic health records dataExpert Systems with Applications10.1016/j.eswa.2024.125644263(125644)Online publication date: Mar-2025
  • (2025)CSMDC: Exploring consistently context semantics for multi-view document clusteringExpert Systems with Applications10.1016/j.eswa.2024.125386261(125386)Online publication date: Feb-2025
  • (2024)Self-Guided Partial Graph Propagation for Incomplete Multiview ClusteringIEEE Transactions on Neural Networks and Learning Systems10.1109/TNNLS.2023.324402135:8(10803-10816)Online publication date: Aug-2024
  • (2024)A Similarity Matrix Low-Rank Approximation and Inconsistency Separation Fusion Approach for Multiview ClusteringIEEE Transactions on Artificial Intelligence10.1109/TAI.2023.32719645:2(868-881)Online publication date: Feb-2024
  • (2024)Toward deep multi-view document clustering using enhanced semantic embedding and consistent context semanticsKnowledge and Information Systems10.1007/s10115-024-02249-667:2(1073-1100)Online publication date: 12-Oct-2024
  • (2023)Cross-lingual Text Clustering in a Large SystemProceedings of the 2023 7th International Conference on Natural Language Processing and Information Retrieval10.1145/3639233.3639356(1-11)Online publication date: 15-Dec-2023
  • (2023)Multi-View Clustering via Nonnegative and Orthogonal Graph ReconstructionIEEE Transactions on Neural Networks and Learning Systems10.1109/TNNLS.2021.309329734:1(201-214)Online publication date: Jan-2023
  • (2023)Unified Low-Rank Tensor Learning and Spectral Embedding for Multi-View Subspace ClusteringIEEE Transactions on Multimedia10.1109/TMM.2022.318588625(4972-4985)Online publication date: 1-Jan-2023
  • (2023)View-Aware Collaborative Learning for Survival Prediction and Subgroup IdentificationIEEE Transactions on Biomedical Engineering10.1109/TBME.2022.319005070:1(307-317)Online publication date: Jan-2023
  • (2023)Joint Multi-View Collaborative Clustering2023 International Joint Conference on Neural Networks (IJCNN)10.1109/IJCNN54540.2023.10192014(1-7)Online publication date: 18-Jun-2023
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