Machine Learning
On the creation of hypertext links in full-text documents: measurement of retrieval effectiveness
Journal of the American Society for Information Science - Special issue on full-text retrieval
Automatic hypertext construction
Automatic hypertext construction
A language modeling approach to information retrieval
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Foundations of statistical natural language processing
Foundations of statistical natural language processing
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
Machine Learning
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Hypertext versions of journal articles: computer-aided linking and realistic human-based evaluation
Hypertext versions of journal articles: computer-aided linking and realistic human-based evaluation
Studying cooperation and conflict between authors with history flow visualizations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Extracting the names of genes and gene products with a hidden Markov model
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
Tuning support vector machines for biomedical named entity recognition
BioMed '02 Proceedings of the ACL-02 workshop on Natural language processing in the biomedical domain - Volume 3
Two-phase biomedical NE recognition based on SVMs
BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13
Discovering missing links in Wikipedia
Proceedings of the 3rd international workshop on Link discovery
Wikify!: linking documents to encyclopedic knowledge
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Named entity normalization in user generated content
Proceedings of the second workshop on Analytics for noisy unstructured text data
Learning to link with wikipedia
Proceedings of the 17th ACM conference on Information and knowledge management
Biomedical named entity recognition using conditional random fields and rich feature sets
JNLPBA '04 Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and its Applications
The importance of manual assessment in link discovery
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Bio-medical entity extraction using support vector machines
Artificial Intelligence in Medicine
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
Learning Semantic Query Suggestions
ISWC '09 Proceedings of the 8th International Semantic Web Conference
Overview of the INEX 2009 link the wiki track
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Linking archives using document enrichment and term selection
TPDL'11 Proceedings of the 15th international conference on Theory and practice of digital libraries: research and advanced technology for digital libraries
Adding semantics to microblog posts
Proceedings of the fifth ACM international conference on Web search and data mining
Context-aware image semantic extraction in the social web
Proceedings of the 21st international conference companion on World Wide Web
Adapting wikification to cultural heritage
LaTeCH '12 Proceedings of the 6th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities
Automatically embedding newsworthy links to articles
Proceedings of the 21st ACM international conference on Information and knowledge management
Example based entity search in the web of data
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Feeding the second screen: semantic linking based on subtitles
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Wikification via link co-occurrence
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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Automatically annotating texts with background information has recently received much attention. We conduct a case study in automatically generating links from narrative radiology reports to Wikipedia. Such links help users understand the medical terminology and thereby increase the value of the reports. Direct applications of existing automatic link generation systems trained on Wikipedia to our radiology data do not yield satisfactory results. Our analysis reveals that medical phrases are often syntactically regular but semantically complicated, e.g., containing multiple concepts or concepts with multiple modifiers. The latter property is the main reason for the failure of existing systems. Based on this observation, we propose an automatic link generation approach that takes into account these properties. We use a sequential labeling approach with syntactic features for anchor text identification in order to exploit syntactic regularities in medical terminology. We combine this with a sub-anchor based approach to target finding, which is aimed at coping with the complex semantic structure of medical phrases. Empirical results show that the proposed system effectively improves the performance over existing systems.