Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Order-preserving minimal perfect hash functions and information retrieval
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
A model for the prediction of R-tree performance
PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Influence sets based on reverse nearest neighbor queries
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
An Index Structure for Efficient Reverse Nearest Neighbor Queries
Proceedings of the 17th International Conference on Data Engineering
Discovery of Influence Sets in Frequently Updated Databases
Proceedings of the 27th International Conference on Very Large Data Bases
Optimal aggregation algorithms for middleware
Journal of Computer and System Sciences - Special issu on PODS 2001
High dimensional reverse nearest neighbor queries
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Introduction to Data Mining, (First Edition)
Introduction to Data Mining, (First Edition)
Efficient reverse k-nearest neighbor search in arbitrary metric spaces
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Approximate reverse k-nearest neighbor queries in general metric spaces
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Reverse kNN search in arbitrary dimensionality
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
FINCH: evaluating reverse k-Nearest-Neighbor queries on location data
Proceedings of the VLDB Endowment
Reverse k-nearest neighbor search in dynamic and general metric databases
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Keyword Search on Spatial Databases
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Incremental Reverse Nearest Neighbor Ranking
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Keyword Search in Spatial Databases: Towards Searching by Document
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Efficient retrieval of the top-k most relevant spatial web objects
Proceedings of the VLDB Endowment
Retrieving top-k prestige-based relevant spatial web objects
Proceedings of the VLDB Endowment
User oriented trajectory search for trip recommendation
Proceedings of the 15th International Conference on Extending Database Technology
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
Seal: spatio-textual similarity search
Proceedings of the VLDB Endowment
Proceedings of the 21st ACM international conference on Information and knowledge management
Efficient safe-region construction for moving top-K spatial keyword queries
Proceedings of the 21st ACM international conference on Information and knowledge management
Location-sensitive resources recommendation in social tagging systems
Proceedings of the 21st ACM international conference on Information and knowledge management
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
Moving spatial keyword queries: Formulation, methods, and analysis
ACM Transactions on Database Systems (TODS)
Spatial keyword query processing: an experimental evaluation
Proceedings of the VLDB Endowment
Collective spatial keyword queries: a distance owner-driven approach
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Location-aware publish/subscribe
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Map search via a factor graph model
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Big data challenge: a data management perspective
Frontiers of Computer Science: Selected Publications from Chinese Universities
Ranking web pages by associating keywords with locations
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Spatial keyword querying of geo-tagged web content
Proceedings of the 7th International Workshop on Ranking in Databases
Density-based spatial keyword querying
Future Generation Computer Systems
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Geographic objects associated with descriptive texts are becoming prevalent. This gives prominence to spatial keyword queries that take into account both the locations and textual descriptions of content. Specifically, the relevance of an object to a query is measured by spatial-textual similarity that is based on both spatial proximity and textual similarity. In this paper, we define Reverse Spatial Textual k Nearest Neighbor (RSTkNN) query, i.e., finding objects that take the query object as one of their k most spatial-textual similar objects. Existing works on reverse kNN queries focus solely on spatial locations but ignore text relevance. To answer RSTkNN queries efficiently, we propose a hybrid index tree called IUR-tree (Intersection-Union R-Tree) that effectively combines location proximity with textual similarity. Based on the IUR-tree, we design a branch-and-bound search algorithm. To further accelerate the query processing, we propose an enhanced variant of the IUR-tree called clustered IUR-tree and two corresponding optimization algorithms. Empirical studies show that the proposed algorithms offer scalability and are capable of excellent performance.