Making a digital library: the contents of the CORE project
ACM Transactions on Information Systems (TOIS)
DL '97 Proceedings of the second ACM international conference on Digital libraries
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Ontology-Based Automatic Classification for the Web Pages: Design, Implementation and Evaluation
WISE '02 Proceedings of the 3rd International Conference on Web Information Systems Engineering
Adaptive Automatic Classification on the Web
DEXA '00 Proceedings of the 11th International Workshop on Database and Expert Systems Applications
Classification of Web Documents Using a Naive Bayes Method
ICTAI '03 Proceedings of the 15th IEEE International Conference on Tools with Artificial Intelligence
Web-a-where: geotagging web content
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Usefulness of temporal information automatically extracted from news articles for topic tracking
ACM Transactions on Asian Language Information Processing (TALIP)
Detecting geographic locations from web resources
Proceedings of the 2005 workshop on Geographic information retrieval
Extracting metadata for spatially-aware information retrieval on the internet
Proceedings of the 2005 workshop on Geographic information retrieval
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Analyzing theme, space, and time: an ontology-based approach
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
The Role of Different Thesauri Terms and Captions in Automated Subject Classification
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Toward knowledge-driven data mining
Proceedings of the 2007 international workshop on Domain driven data mining
The Journal of Machine Learning Research
Journal of the American Society for Information Science and Technology
Creating a searchable map library via data mining
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
Utilising Abstract Matching to Preserve the Nature of Heuristics in Design Optimisation
ECBS '08 Proceedings of the 15th Annual IEEE International Conference and Workshop on the Engineering of Computer Based Systems
Mapsearch: a protocol and prototype application to find maps
Mapsearch: a protocol and prototype application to find maps
Classification of raster maps for automatic feature extraction
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
A location based text mining method using ANN for geospatial KDD process
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
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The goal of this research is to organize maps mined from journal articles into categories for hierarchical browsing within region, time and theme facets. A 150-map training set collected manually was used to develop classifiers. Metadata pertinent to the maps were harvested and then run separately though knowledge sources and our classifiers for region, time and theme. Evaluation of the system based on a 54-map test set of unseen maps showed 69%--93% classification accuracy when compared with two human classifications for the same maps. Data mining and semantic analysis methods used here could support systems that index other types of article components such as diagrams or charts by region, time and theme.