The Journal of Machine Learning Research
Automatic classification of citation function
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
An algorithm search engine for software developers
Proceedings of the 3rd International Workshop on Search-Driven Development: Users, Infrastructure, Tools, and Evaluation
Improving algorithm search using the algorithm co-citation network
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
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Algorithms are ubiquitous in the computer science literature. A search engine for algorithms has been tested as part of the CiteseerX suite; however, it only retrieves algorithms whose metadata is textually matched with the search query. Such a limitation occurs because a traditional search engine does not have the ability to understand what algorithms are and how they work. Here, we present an initial effort in understanding the semantics of algorithms. Specifically, we identify how an existing algorithm can be used in scholarly works and propose a classification scheme for algorithm function.