ACM Transactions on Database Systems (TODS)
Information retrieval by constrained spreading activation in semantic networks
Information Processing and Management: an International Journal - Artificial Intelligence and Information Retrieval
A connectionist approach to conceptual information retrieval
ICAIL '87 Proceedings of the 1st international conference on Artificial intelligence and law
Recent trends in hierarchic document clustering: a critical review
Information Processing and Management: an International Journal
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
A neural network for probabilistic information retrieval
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
A connectionist and symbolic hybrid for improving legal research
International Journal of Man-Machine Studies - AI and legal reasoning. Part 2
A probabilistic learning approach for document indexing
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
Browsing in hyperdocuments with the assistance of a neural network
Hypertext: concepts, systems and applications
A symbolic and connectionist approach to legal information retrieval
A symbolic and connectionist approach to legal information retrieval
Automatic concept classification of text from electronic meetings
Communications of the ACM
A network approach to probabilistic information retrieval
ACM Transactions on Information Systems (TOIS)
Journal of the American Society for Information Science
Automatic text decomposition and structuring
Information Processing and Management: an International Journal
TELLTALE: experiments in a dynamic hypertext environment for degraded and multilingual data
Journal of the American Society for Information Science - Special issue on full-text retrieval
Adaptive clustering of hypermedia documents
Information Systems
Reexamining the cluster hypothesis: scatter/gather on retrieval results
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Performance standards and evaluations in IR test collections: cluster-based retrieval models
Information Processing and Management: an International Journal
The cluster hypothesis revisited
SIGIR '85 Proceedings of the 8th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic text structuring and summarization
Information Processing and Management: an International Journal - Special issue: methods and tools for the automatic construction of hypertext
Automatic association of new items
Information Processing and Management: an International Journal - Special issue on electronic news
Information filtering via hill climbing, WordNet and index patterns
Information Processing and Management: an International Journal - Special issue on electronic news
First 20 precision among World Wide Web search services (search engines)
Journal of the American Society for Information Science
A linear algebra measure of cluster quality
Journal of the American Society for Information Science
Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Neural Network Agents for Learning Semantic Text Classification
Information Retrieval
Information Retrieval on the World Wide Web
IEEE Internet Computing
Knowledge-Based Approaches to Query Expansion in Information Retrieval
AI '96 Proceedings of the 11th Biennial Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Constructing an Information Retrieval System with Neural Networks
DEXA '94 Proceedings of the 5th International Conference on Database and Expert Systems Applications
Dempster-Shafer Theory for a Query-Biased Combination of Evidence on the Web
Information Retrieval
A framework for understanding latent semantic indexing (LSI) performance
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
A framework for understanding Latent Semantic Indexing (LSI) performance
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
SVM-Based semantic text categorization for large scale web information organization
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Information push-delivery for user-centered and personalized service
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Hi-index | 0.00 |
Connectionist views for adaptive clustering in information retrieval (IR) have proved to be viable approaches, and have yielded a number of models and techniques. However there has never been any exhaustive and methodical--i.e., theoretical, formal, practical, simulation- and user-based-evaluation of such a retrieval method and system. The aim of the paper is therefore just this. It suggests a connectionist clustering technique and activation spreading-based IR model using the interaction information retrieval (I2R) method. Theoretical as well as simulation results as regards computational complexity of this method are presented and discussed. Evaluations of relevance effectiveness are also given using standard test collections. Two applications were designed, developed and implemented based on this method. Their relevance effectiveness was evaluated in vivo in experiments carried out with human subjects. The results obtained show that I2R based on a connectionist approach proves useful when emphasis is on high precision.