Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
On term selection for query expansion
Journal of Documentation
Evaluation of an inference network-based retrieval model
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
A probabilistic learning approach for document indexing
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
Relevance feedback and inference networks
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient and effective querying by image content
Journal of Intelligent Information Systems - Special issue: advances in visual information management systems
On modeling information retrieval with probabilistic inference
ACM Transactions on Information Systems (TOIS)
CORE: a content-based retrieval engine for multimedia information systems
Multimedia Systems - Special issue on content-based retrieval
Applying Bayesian networks to information retrieval
Communications of the ACM
Integrating IR and RDBMS using cooperative indexing
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Multimedia database systems: issues and research directions
Multimedia database systems: issues and research directions
A probabilistic relational algebra for the integration of information retrieval and database systems
ACM Transactions on Information Systems (TOIS)
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
Communications of the ACM
Bayesian classification (AutoClass): theory and results
Advances in knowledge discovery and data mining
ProbView: a flexible probabilistic database system
ACM Transactions on Database Systems (TODS)
Supporting similarity queries in MARS
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
Multimedia Information Retrieval: Content-Based Information Retrieval from Large Text and Audio Databases
Searching Multimedia Databases by Content
Searching Multimedia Databases by Content
Information Retrieval
Object Relational DBMSs: The Next Great Wave
Object Relational DBMSs: The Next Great Wave
Content-Based Classification, Search, and Retrieval of Audio
IEEE MultiMedia
Starburst Mid-Flight: As the Dust Clears
IEEE Transactions on Knowledge and Data Engineering
A Guide to the Literature on Learning Probabilistic Networks from Data
IEEE Transactions on Knowledge and Data Engineering
Current Approaches to Handling Imperfect Information in Data and Knowledge Bases
IEEE Transactions on Knowledge and Data Engineering
Flattening an Object Algebra to Provide Performance
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Television Information Filtering Through Speech Recognition
IDMS '96 Proceedings of the European Workshop on Interactive Distributed Multimedia Systems and Services
Monet And Its Geographic Extensions: A Novel Approach to High Performance GIS Processing
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
ImageRover: A Content-Based Image Browser for the World Wide Web
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
Cluster-based probability model and its application to image and texture processing
IEEE Transactions on Image Processing
Proceedings of the tenth international conference on Information and knowledge management
Content-Based Retrieval in Multimedia Databases Based on Feature Models
AMCP '98 Proceedings of the First International Conference on Advanced Multimedia Content Processing
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Modern extensible database systems support multimedia data through ADTs. However, because of the problems with multimedia query formulation, this support is not sufficient. Multimedia querying requires an iterative search process involving many different representations of the objects in the database. The support that is needed is very similar to the processes in information retrieval. Based on this observation, we develop the miRRor architecture for multimedia query processing. We design a layered framework based on information retrieval techniques, to provide a usable query interface to the multimedia database. First, we introduce a concept layer to enable reasoning over low-level concepts in the database. Second, we add an evidential reasoning layer as an intermediate between the user and the concept layer. Third, we add the functionality to process the users' relevance feedback. We then adapt the inference network model from text retrieval to an evidential reasoning model for multimedia query processing. We conclude with an outline for implementation of miRRor on top of the Monet extensible database system.