Searching for information in a hypertext medical handbook
Communications of the ACM
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Information retrieval from hypertext: update on the dynamic medical handbook project
HYPERTEXT '89 Proceedings of the second annual ACM conference on Hypertext
Inference networks for document retrieval
SIGIR '90 Proceedings of the 13th annual international ACM SIGIR conference on Research and development in information retrieval
An architecture for probabilistic concept-based information retrieval
SIGIR '90 Proceedings of the 13th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluation of an inference network-based retrieval model
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
Inference networks for document retrieval
Inference networks for document retrieval
A comparison of text retrieval models
The Computer Journal - Special issue on information retrieval
Bayesian inference networks and spreading activation in hypertext systems
Information Processing and Management: an International Journal
Information retrieval in hypertext systems: an approach using Bayesian networks
Electronic Publishing—Origination, Dissemination, and Design
Retrieval strategies for hypertext
Information Processing and Management: an International Journal - Special issue on hypertext and information retrieval
Searching information in hypertext systems using multiple sources of evidence
International Journal of Man-Machine Studies
Relevance feedback and inference networks
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic indexing based on Bayesian inference networks
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Index expression belief networks for information disclosure
International Journal of Expert Systems
Applying Bayesian networks to information retrieval
Communications of the ACM
Automatic thesaurus construction using Bayesian networks
Information Processing and Management: an International Journal - Special issue: history of information science
Query expansion using local and global document analysis
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
A flexible model for retrieval of SGML documents
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Probabilistic retrieval incorporating the relationships of descriptors incrementally
Information Processing and Management: an International Journal
“Is this document relevant?…probably”: a survey of probabilistic models in information retrieval
ACM Computing Surveys (CSUR)
Improving the effectiveness of information retrieval with local context analysis
ACM Transactions on Information Systems (TOIS)
Adapting a diagnostic problem-solving model to information retrieval
Information Processing and Management: an International Journal
Link-based and content-based evidential information in a belief network model
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Bayesian Networks
Introduction to Bayesian Networks
Video retrieval using an MPEG-7 based inference network
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Query-Free Information Retrieval
IEEE Expert: Intelligent Systems and Their Applications
Local versus global link information in the Web
ACM Transactions on Information Systems (TOIS)
Proceedings of the 24th BCS-IRSG European Colloquium on IR Research: Advances in Information Retrieval
Implementing relevance feedback in the Bayesian network retrieval model
Journal of the American Society for Information Science and Technology - Mathematical, logical, and formal methods in information retrieval
Automatic Query Expansion for Japanese Text Retrieval
Automatic Query Expansion for Japanese Text Retrieval
Using machine learning to improve information access
Using machine learning to improve information access
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems - Intelligent information systems
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Query expansion in information retrieval systems using a Bayesian network-based thesaurus
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Inferring informational goals from free-text queries: a Bayesian approach
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Editorial: Introduction to the special issue on Graphical Models and Information Retrieval
International Journal of Approximate Reasoning
Learning Bayesian network parameters under incomplete data with domain knowledge
Pattern Recognition
Bayesian network based business information retrieval model
Knowledge and Information Systems
Bayesian network modeling for evolutionary genetic structures
Computers & Mathematics with Applications
Artificial Intelligence Review
Fastest association rule mining algorithm predictor (FARM-AP)
Proceedings of The Fourth International C* Conference on Computer Science and Software Engineering
Representation and reuse of design knowledge: an application for sales call support
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
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Bayesian networks, which nowadays constitute the dominant approach for managing probability within the field of Artificial Intelligence, have been applied to Information Retrieval (IR) in different ways during the last 15 years, to solve a wide range of problems where uncertainty is an important feature. In this introductory paper, we first present a short bibliographical review of the works which have applied Bayesian networks to IR. The objective is not to show every approach thoroughly, but rather to provide a brief guide for those researchers who wish to start studying this area.Second, we briefly describe the papers in this special issue, which give a good clue about some of the new trends in the area of the application of Bayesian networks to IR.