A view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
IR evaluation methods for retrieving highly relevant documents
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
The Journal of Machine Learning Research
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Multi-model similarity propagation and its application for web image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Proceedings of the 15th international conference on World Wide Web
IEEE Transactions on Pattern Analysis and Machine Intelligence
A mixture model for contextual text mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Statistical entity-topic models
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
VirtualTour: an online travel assistant based on high quality images
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the 15th international conference on Multimedia
Mining geographic knowledge using location aware topic model
Proceedings of the 4th ACM workshop on Geographical information retrieval
Topic modeling with network regularization
Proceedings of the 17th international conference on World Wide Web
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
Personalized multimedia web summarizer for tourist
Proceedings of the 17th international conference on World Wide Web
Spirittagger: a geo-aware tag suggestion tool mined from flickr
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
TripTip: a trip planning service with tag-based recommendation
CHI '09 Extended Abstracts on Human Factors in Computing Systems
Proceedings of the 18th international conference on World wide web
Proceedings of the 18th international conference on World wide web
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Ranking with local regression and global alignment for cross media retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Generating location overviews with images and tags by mining user-generated travelogues
MM '09 Proceedings of the 17th ACM international conference on Multimedia
ViewFocus: explore places of interests on Google maps using photos with view direction filtering
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
Equip tourists with knowledge mined from travelogues
Proceedings of the 19th international conference on World wide web
Laplacian regularized D-optimal design for active learning and its application to image retrieval
IEEE Transactions on Image Processing
Textual Query of Personal Photos Facilitated by Large-Scale Web Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Multitraining Support Vector Machine for Image Retrieval
IEEE Transactions on Image Processing
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis
Pattern Recognition
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Automatically summarizing tourist destinations with both textual and visual descriptions is highly desired for online services such as travel planning, to facilitate users to understand the local characteristics of tourist destinations. Travelers are contributing a great deal of user-generated travelogues and photos on the Web, which contain abundant travel-related information and cover various aspects (e.g., landmarks, styles, activities) of most locations in the world. To leverage the collective knowledge of travelers for destination summarization, in this paper we propose a framework which discovers location-representative tags from travelogues and then select relevant and representative photos to visualize these tags. The learnt tags and selected photos are finally organized appropriately to provide an informative summary which describes a given destination both textually and visually. Experimental results based on a large collection of travelogues and photos show promising results on destination summarization.