The GEON portal: accelerating knowledge discovery in the geosciences
WIDM '06 Proceedings of the 8th annual ACM international workshop on Web information and data management
Query result ranking over e-commerce web databases
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Query processing over incomplete autonomous databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Providing Flexible Queries over Web Databases
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Answering approximate queries over autonomous web databases
Proceedings of the 18th international conference on World wide web
Supporting queries with imprecise constraints
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
The VLDB Journal — The International Journal on Very Large Data Bases
An effective query relaxation solution for the deep web
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
ONDUX: on-demand unsupervised learning for information extraction
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Unsupervised strategies for information extraction by text segmentation
Proceedings of the Fourth SIGMOD PhD Workshop on Innovative Database Research
Ranking objects based on attribute value correlation
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
SmartInt: using mined attribute dependencies to integrate fragmented web databases
Proceedings of the 20th international conference companion on World wide web
Generating exact- and ranked partially-matched answers to questions in advertisements
Proceedings of the VLDB Endowment
An entity class model based correlated query path selection method in multiple domains
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
SMARTINT: using mined attribute dependencies to integrate fragmented web databases
Journal of Intelligent Information Systems
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Current approaches for answering queries with imprecise constraints require user-specific distance metrics and importance measures for attributes of interest - metrics that are hard to elicit from lay users. We present AIMQ, a domain and user independent approach for answering imprecise queries over autonomous Web databases. We developed methods for query relaxation that use approximate functional dependencies. We also present an approach to automatically estimate the similarity between values of categorical attributes. Experimental results demonstrating the robustness, efficiency and effectiveness of AIMQ are presented. Results of a preliminary user study demonstrating the high precision of the AIMQ system is also provided.