An introduction to variational methods for graphical models
Proceedings of the NATO Advanced Study Institute on Learning in graphical models
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Document language models, query models, and risk minimization for information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Computing Geographical Scopes of Web Resources
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
The Journal of Machine Learning Research
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Location normalization for information extraction
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Named entity recognition using an HMM-based chunk tagger
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Detecting dominant locations from search queries
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Detecting geographic locations from web resources
Proceedings of the 2005 workshop on Geographic information retrieval
Indexing and ranking in Geo-IR systems
Proceedings of the 2005 workshop on Geographic information retrieval
A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Proceedings of the 15th international conference on World Wide Web
Efficient query processing in geographic web search engines
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
ICML '06 Proceedings of the 23rd international conference on Machine learning
Pachinko allocation: DAG-structured mixture models of topic correlations
ICML '06 Proceedings of the 23rd international conference on Machine learning
Topics over time: a non-Markov continuous-time model of topical trends
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Topic and role discovery in social networks
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
Placing flickr photos on a map
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Equip tourists with knowledge mined from travelogues
Proceedings of the 19th international conference on World wide web
Toponym resolution in social media
ISWC'10 Proceedings of the 9th international semantic web conference on The semantic web - Volume Part I
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Geographical topic discovery and comparison
Proceedings of the 20th international conference on World wide web
Location-based topic evolution
Proceedings of the 1st international workshop on Mobile location-based service
Exploration and comparison of geographic information sources using distance statistics
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Discovering geographical topics in the twitter stream
Proceedings of the 21st international conference on World Wide Web
Mining the web for points of interest
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
G-WSTD: a framework for geographic web search topic discovery
Proceedings of the 21st ACM international conference on Information and knowledge management
Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems
Mining web search topics with diverse spatiotemporal patterns
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Who, where, when and what: discover spatio-temporal topics for twitter users
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Hierarchical geographical modeling of user locations from social media posts
Proceedings of the 22nd international conference on World Wide Web
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Spatial topic modeling in online social media for location recommendation
Proceedings of the 7th ACM conference on Recommender systems
Inferring the origin locations of tweets with quantitative confidence
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
Detecting non-gaussian geographical topics in tagged photo collections
Proceedings of the 7th ACM international conference on Web search and data mining
Fast topic discovery from web search streams
Proceedings of the 23rd international conference on World wide web
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Most online activities are associated with geographical locations. For example, people write personal blogs about interesting places they have ever been to; read news about important local events; and search the web to find delicious restaurants. Mining geographical knowledge from these online activities can greatly benefit lots of web applications. In this paper, we propose a Location Aware Topic Model (LATM), a probabilistic graphical model, to explicitly model the relationships between locations and words. Experiments on several data sets, including news and blogs, showed satisfactory results.