Accurate user directed summarization from existing tools
Proceedings of the seventh international conference on Information and knowledge management
Advantages of query biased summaries in information retrieval
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Summarizing text documents: sentence selection and evaluation metrics
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Automatic text summarization based on relevance feedback with query splitting (poster session)
IRAL '00 Proceedings of the fifth international workshop on on Information retrieval with Asian languages
A system for query-specific document summarization
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
User-model based personalized summarization
Information Processing and Management: an International Journal
Generic Summarization Using Non-negative Semantic Variable
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Document Summarization Using Non-Negative Matrix Factorization and Relevance Feedback
ICHIT '08 Proceedings of the 2008 International Conference on Convergence and Hybrid Information Technology
Automatic Personalized Summarization Using Non-negative Matrix Factorization and Relevance Measure
IWSCA '08 Proceedings of the 2008 IEEE International Workshop on Semantic Computing and Applications
Pseudo-relevance feedback and statistical query expansion for web snippet generation
Information Processing Letters
Automatic generic document summarization based on non-negative matrix factorization
Information Processing and Management: an International Journal
Query Based Personalized Summarization Agent Using NMF and Relevance Feedback
ICCIT '08 Proceedings of the 2008 Third International Conference on Convergence and Hybrid Information Technology - Volume 02
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Personalized Summarization Agent Using Non-negative Matrix Factorization
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Automatic personalized text summarization agent using generic relevance weight based on NMF
ICOIN'09 Proceedings of the 23rd international conference on Information Networking
Query based summarization using non-negative matrix factorization
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
| Hi-index | 0.00 |
This paper proposes a new automatic query-based personalized summarization using Pseudo Relevance Feedback (PRF) with Non-negative Matrix Factorization (NMF) to extract meaningful sentences from to retrieve documents in Internet. The proposed method can improve the quality of personalized summaries because the inherent semantics of the documents are well reflected by using the semantic features calculated by NMF and the sentences most relevant to the given query are extracted efficiently by using PRF with NMF. Besides, it can reduce the semantic gap between the low level search result and high level user's perception by means of PRF with semantic features. The experimental results demonstrate that the proposed method achieves better performance than the other methods.