The nature of statistical learning theory
The nature of statistical learning theory
Region Competition: Unifying Snakes, Region Growing, and Bayes/MDL for Multiband Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Communications of the ACM
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Multiresolution Segmentation for Images with Low Depth of Field
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to Classify Text Using Support Vector Machines: Methods, Theory and Algorithms
Learning to Classify Text Using Support Vector Machines: Methods, Theory and Algorithms
ThemeRiver: Visualizing Thematic Changes in Large Document Collections
IEEE Transactions on Visualization and Computer Graphics
A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Blobworld: A System for Region-Based Image Indexing and Retrieval
VISUAL '99 Proceedings of the Third International Conference on Visual Information and Information Systems
Multi-Faceted Insight Through Interoperable Visual Information Analysis Paradigms
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
On interactive visualization of high-dimensional data using the hyperbolic plane
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Texture-Based Image Retrieval without Segmentation
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Visualizing the non-visual: spatial analysis and interaction with information from text documents
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Image Categorization by Learning and Reasoning with Regions
The Journal of Machine Learning Research
Concept-oriented video skimming and adaptation via semantic classification
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Semantics and feature discovery via confidence-based ensemble
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
NewsInEssence: summarizing online news topics
Communications of the ACM - The digital society
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Learning rich semantics from news video archives by style analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Learning concepts from large scale imbalanced data sets using support cluster machines
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Spatial Analysis of News Sources
IEEE Transactions on Visualization and Computer Graphics
Incorporating non-local information into information extraction systems by Gibbs sampling
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Experimental perspectives on learning from imbalanced data
Proceedings of the 24th international conference on Machine learning
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
VAST '07 Proceedings of the 2007 IEEE Symposium on Visual Analytics Science and Technology
IEEE Transactions on Knowledge and Data Engineering
Measuring variability in sentence ordering for news summarization
ENLG '07 Proceedings of the Eleventh European Workshop on Natural Language Generation
Inferring strategies for sentence ordering in multidocument news summarization
Journal of Artificial Intelligence Research
Extracting informative images from web news pages via imbalanced classification
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A bottom-up approach to sentence ordering for multi-document summarization
Information Processing and Management: an International Journal
Object-based image retrieval using the statistical structure of images
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
IEEE Transactions on Image Processing
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Multimedia news may be organized by the keywords and categories for exploration and retrieval applications, but it is very difficult to integrate the relation and visual information into the traditional category browsing and keyword-based search framework. This paper propose a new semantic model that can integrate keyword, relation and visual information in a uniform framework. Based on this semantic representation framework, the news exploration and retrieval applications can be organized by not only keywords and categories but also relations and visual properties. We also proposed a set of algorithms to automatically extract the proposed semantic model automatically from large collection of multimedia news reports.