Generic text summarization using relevance measure and latent semantic analysis
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Modern Information Retrieval
K-means clustering via principal component analysis
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Centroid-based summarization of multiple documents
Information Processing and Management: an International Journal
From single to multi-document summarization: a prototype system and its evaluation
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Automatic evaluation of summaries using N-gram co-occurrence statistics
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Orthogonal nonnegative matrix t-factorizations for clustering
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Integrating clustering and multi-document summarization to improve document understanding
Proceedings of the 17th ACM conference on Information and knowledge management
Multi-document summarization by maximizing informative content-words
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Document summarization using conditional random fields
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Multi-document summarization via the minimum dominating set
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
CorrRank: update summarization based on topic correlation analysis
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Learning summary content units with topic modeling
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Co-clustering sentences and terms for multi-document summarization
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Discovery of topically coherent sentences for extractive summarization
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
A class of submodular functions for document summarization
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Integer linear programming for dutch sentence compression
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Toward a Unified Framework for Standard and Update Multi-Document Summarization
ACM Transactions on Asian Language Information Processing (TALIP)
Applied Computational Intelligence and Soft Computing
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
MCMR: Maximum coverage and minimum redundant text summarization model
Expert Systems with Applications: An International Journal
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
GenDocSum+MCLR: Generic document summarization based on maximum coverage and less redundancy
Expert Systems with Applications: An International Journal
Multi-aspect query summarization by composite query
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Comparative document summarization via discriminative sentence selection
ACM Transactions on Knowledge Discovery from Data (TKDD)
DualSum: a topic-model based approach for update summarization
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Sentence clustering via projection over term clusters
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
CDDS: Constraint-driven document summarization models
Expert Systems with Applications: An International Journal
Ontology-enriched multi-document summarization in disaster management using submodular function
Information Sciences: an International Journal
Multiple documents summarization based on evolutionary optimization algorithm
Expert Systems with Applications: An International Journal
Document summarisation on mobile devices using non-negative matrix factorisation
International Journal of Computer Applications in Technology
Comparative Document Summarization via Discriminative Sentence Selection
ACM Transactions on Knowledge Discovery from Data (TKDD)
Exploiting relevance, coverage, and novelty for query-focused multi-document summarization
Knowledge-Based Systems
πLDA: document clustering with selective structural constraints
Proceedings of the 21st ACM international conference on Multimedia
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Most of the existing multi-document summarization methods decompose the documents into sentences and work directly in the sentence space using a term-sentence matrix. However, the knowledge on the document side, i.e. the topics embedded in the documents, can help the context understanding and guide the sentence selection in the summarization procedure. In this paper, we propose a new Bayesian sentence-based topic model for summarization by making use of both the term-document and term-sentence associations. An efficient variational Bayesian algorithm is derived for model parameter estimation. Experimental results on benchmark data sets show the effectiveness of the proposed model for the multi-document summarization task.