|Exploratory search with semantic transformations using collaborative knowledge bases|
|Published in||WSDM 2014 - Proceedings of the 7th ACM International Conference on Web Search and Data Mining|
|Keyword(s)||collaborative knowledge bases, concept networks, exploratory search, wikipedia (Extra: Data mining, Information retrieval, Information retrieval systems, Semantics, Websites, Cognitive loads, Collaborative knowledge, Concept networks, Exploratory search, Search process, Semantic transformation, State-of-the-art techniques, Wikipedia, Complex networks)|
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Exploratory search with semantic transformations using collaborative knowledge bases is a 2014 conference paper written in English by Genc Y. and published in WSDM 2014 - Proceedings of the 7th ACM International Conference on Web Search and Data Mining.
Sometimes we search for simple facts. Other times we search for relationships between concepts. While existing information retrieval systems work well for simple searches, they are less satisfying for complex inquiries because of the ill-structured nature of many searches and the cognitive load involved in the search process. Search can be improved by leveraging the network of concepts that are maintained by collaborative knowledge bases such as Wikipedia. By treating exploratory search inquires as networks of concepts - and then mapping documents to these concepts, exploratory search performance can be improved. This method is applied to an exploratory search task: given a journal abstract, abstracts are ranked based their relevancy to the seed abstract. The results show comparable relevancy scores to state of the art techniques while at the same time providing better diversity.
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