The use of MMR, diversity-based reranking for reordering documents and producing summaries
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
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
Advances in Automatic Text Summarization
Advances in Automatic Text Summarization
Journal of Global Optimization
Centroid-based summarization of multiple documents
Information Processing and Management: an International Journal
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
A formal model for information selection in multi-sentence text extraction
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
QCS: A system for querying, clustering and summarizing documents
Information Processing and Management: an International Journal
An information-pattern-based approach to novelty detection
Information Processing and Management: an International Journal
Hierarchical summarization of large documents
Journal of the American Society for Information Science and Technology
Information Processing and Management: an International Journal
Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
GA, MR, FFNN, PNN and GMM based models for automatic text summarization
Computer Speech and Language
Automatic generic document summarization based on non-negative matrix factorization
Information Processing and Management: an International Journal
Using query expansion in graph-based approach for query-focused multi-document summarization
Information Processing and Management: an International Journal
Advances in Differential Evolution
Advances in Differential Evolution
Towards More Effective Text Summarization Based on Textual Association Networks
SKG '08 Proceedings of the 2008 Fourth International Conference on Semantics, Knowledge and Grid
Expert Systems with Applications: An International Journal
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Text summarization model based on maximum coverage problem and its variant
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
LexRank: graph-based lexical centrality as salience in text summarization
Journal of Artificial Intelligence Research
Document summarization using conditional random fields
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A bottom-up approach to sentence ordering for multi-document summarization
Information Processing and Management: an International Journal
Text Mining on Semi-structured E-Government Digital Archives of China
WMWA '09 Proceedings of the 2009 Second Pacific-Asia Conference on Web Mining and Web-based Application
Text summarization model based on the budgeted median problem
Proceedings of the 18th ACM conference on Information and knowledge management
Differential evolution algorithm with strategy adaptation for global numerical optimization
IEEE Transactions on Evolutionary Computation
Constraint handling in multiobjective evolutionary optimization
IEEE Transactions on Evolutionary Computation
Multi-document summarization using sentence-based topic models
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Expert Systems with Applications: An International Journal
A study of global inference algorithms in multi-document summarization
ECIR'07 Proceedings of the 29th European conference on IR research
Using topic themes for multi-document summarization
ACM Transactions on Information Systems (TOIS)
Modeling Document Summarization as Multi-objective Optimization
IITSI '10 Proceedings of the 2010 Third International Symposium on Intelligent Information Technology and Security Informatics
Fuzzy swarm diversity hybrid model for text summarization
Information Processing and Management: an International Journal
A differential evolution algorithm with self-adapting strategy and control parameters
Computers and Operations Research
A clustering-based differential evolution for global optimization
Applied Soft Computing
Social summarization in collaborative web search
Information Processing and Management: an International Journal
Generic Text Summarization for Turkish
The Computer Journal
Differential evolution algorithm with ensemble of parameters and mutation strategies
Applied Soft Computing
Multi-document Summarization Using Minimum Distortion
ICDM '10 Proceedings of the 2010 IEEE International Conference on Data Mining
ICDM '10 Proceedings of the 2010 IEEE International Conference on Data Mining
Differential evolution with generalized differentials
Journal of Computational and Applied Mathematics
Applying regression models to query-focused multi-document summarization
Information Processing and Management: an International Journal
Expert Systems with Applications: An International Journal
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Weighted consensus multi-document summarization
Information Processing and Management: an International Journal
Differential Evolution: A Survey of the State-of-the-Art
IEEE Transactions on Evolutionary Computation
MCMR: Maximum coverage and minimum redundant text summarization model
Expert Systems with Applications: An International Journal
Multi-document summarization based on the Yago ontology
Expert Systems with Applications: An International Journal
PSG: a two-layer graph model for document summarization
Frontiers of Computer Science: Selected Publications from Chinese Universities
Hi-index | 12.05 |
This paper proposes an optimization-based model for generic document summarization. The model generates a summary by extracting salient sentences from documents. This approach uses the sentence-to-document collection, the summary-to-document collection and the sentence-to-sentence relations to select salient sentences from given document collection and reduce redundancy in the summary. To solve the optimization problem has been created an improved differential evolution algorithm. The algorithm can adjust crossover rate adaptively according to the fitness of individuals. We implemented the proposed model on multi-document summarization task. Experiments have been performed on DUC2002 and DUC2004 data sets. The experimental results provide strong evidence that the proposed optimization-based approach is a viable method for document summarization.