Recent trends in hierarchic document clustering: a critical review
Information Processing and Management: an International Journal
Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
A translation approach to portable ontology specifications
Knowledge Acquisition - Special issue: Current issues in knowledge modeling
Fuzzy sets and fuzzy logic: theory and applications
Fuzzy sets and fuzzy logic: theory and applications
The retrieval effectiveness of five clustering algorithms as a function of indexing exhaustivity
Journal of the American Society for Information Science
Projections for efficient document clustering
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
IMKA: a multimedia organization system combining perceptual and semantic knowledge
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Modern Information Retrieval
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
Computational Media Aesthetics: Finding Meaning Beautiful
IEEE MultiMedia
Explicit Representation of Constrained Schema Mappings for Mediated Data Integration
DNIS '02 Proceedings of the Second International Workshop on Databases in Networked Information Systems
Automatic Identification of Perceptually Important Regions in an Image
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
Context-Sensitive Semantic Query Expansion
ICAIS '02 Proceedings of the 2002 IEEE International Conference on Artificial Intelligence Systems (ICAIS'02)
Text categorization by boosting automatically extracted concepts
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Optimal aggregation algorithms for middleware
Journal of Computer and System Sciences - Special issu on PODS 2001
Efficient similarity search and classification via rank aggregation
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Secure mediation: requirements, design, and architecture
Journal of Computer Security - IFIP 2000
Structured multimedia document classification
Proceedings of the 2003 ACM symposium on Document engineering
Handbook on Ontologies (International Handbooks on Information Systems)
Handbook on Ontologies (International Handbooks on Information Systems)
Multimedia Content and the Semantic Web: Standards, Methods and Tools
Multimedia Content and the Semantic Web: Standards, Methods and Tools
MediaMill: exploring news video archives based on learned semantics
Proceedings of the 13th annual ACM international conference on Multimedia
Automatic video annotation using ontologies extended with visual information
Proceedings of the 13th annual ACM international conference on Multimedia
Building a visual ontology for video retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Learning rich semantics from news video archives by style analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Pattern Recognition, Third Edition
Pattern Recognition, Third Edition
MPEG-21: Goals and Achievements
IEEE MultiMedia
Computationally efficient sup-t transitive closure for sparse fuzzy binary relations
Fuzzy Sets and Systems
Real-time full-text clustering of networked documents
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Lessons for the future from a decade of informedia video analysis research
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Semantic annotation of images and videos for multimedia analysis
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
An ontology infrastructure for multimedia reasoning
VLBV'05 Proceedings of the 9th international conference on Visual Content Processing and Representation
A probabilistic framework for semantic video indexing, filtering,and retrieval
IEEE Transactions on Multimedia
Narrowing the semantic gap - improved text-based web document retrieval using visual features
IEEE Transactions on Multimedia
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
An integrated approach for content-based video object segmentation and retrieval
IEEE Transactions on Circuits and Systems for Video Technology
The MPEG-7 visual standard for content description-an overview
IEEE Transactions on Circuits and Systems for Video Technology
MPEG-7 multimedia description schemes
IEEE Transactions on Circuits and Systems for Video Technology
Factor graph framework for semantic video indexing
IEEE Transactions on Circuits and Systems for Video Technology
Enhancing the semantic interoperability of multimedia through a core ontology
IEEE Transactions on Circuits and Systems for Video Technology
A mediator-based approach for integrating heterogeneous multimedia sources
Multimedia Tools and Applications
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In this paper we present a framework for unified, personalized access to heterogeneous multimedia content in distributed repositories. Focusing on semantic analysis of multimedia documents, metadata, user queries and user profiles, it contributes to the bridging of the gap between the semantic nature of user queries and raw multimedia documents. The proposed approach utilizes as input visual content analysis results, as well as analyzes and exploits associated textual annotation, in order to extract the underlying semantics, construct a semantic index and classify documents to topics, based on a unified knowledge and semantics representation model. It may then accept user queries, and, carrying out semantic interpretation and expansion, retrieve documents from the index and rank them according to user preferences, similarly to text retrieval. All processes are based on a novel semantic processing methodology, employing fuzzy algebra and principles of taxonomic knowledge representation. The first part of this work presented in this paper deals with data and knowledge models, manipulation of multimedia content annotations and semantic indexing, while the second part will continue on the use of the extracted semantic information for personalized retrieval.