A view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Proceedings of the 15th international conference on World Wide Web
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
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
Spirittagger: a geo-aware tag suggestion tool mined from flickr
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Visualizing textual travelogue with location-relevant images
Proceedings of the 2009 International Workshop on Location Based Social Networks
TravelScope: standing on the shoulders of dedicated travelers
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Equip tourists with knowledge mined from travelogues
Proceedings of the 19th international conference on World wide web
Mining people's trips from large scale geo-tagged photos
Proceedings of the international conference on Multimedia
Photo2Trip: generating travel routes from geo-tagged photos for trip planning
Proceedings of the international conference on Multimedia
Photo2Trip: an interactive trip planning system based on geo-tagged photos
Proceedings of the international conference on Multimedia
Research and applications on georeferenced multimedia: a survey
Multimedia Tools and Applications
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Multimedia Tools and Applications
DLMSearch: diversified landmark search by photo
Proceedings of the 20th ACM international conference on Multimedia
Searching for diversified landmarks by photo
Proceedings of the 20th ACM international conference on Multimedia
GPSView: A scenic driving route planner
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Mining local specialties for travelers by Leveraging structured and unstructured data
Advances in Multimedia
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Automatically generating location overviews in the form of both visual and textual descriptions is highly desired for online services such as travel planning, to provide attractive and comprehensive outlines of travel destinations. Actually, user-generated content (e.g., travelogues) on the Web provides abundant information to various aspects (e.g., landmarks, styles, activities) of most locations in the world. To leverage the experience shared by Web users, in this paper we propose a location overview generation approach, which first mines location-representative tags from travelogues and then uses such tags to retrieve web images. The learnt tags and retrieved images are finally presented via a novel user interface which provides an informative overview for a given location. Experimental results based on 23,756 travelogues and evaluation over 20 locations show promising results on both travelogue mining and location overview generation.