Interactive query expansion for professional search applications
Russell-Rose, Tony; Gooch, Philip and Kruschwitz, Udo. 2021. Interactive query expansion for professional search applications. Business Information Review, 38(3), pp. 127-137. ISSN 0266-3821 [Article]
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Abstract or Description
Knowledge workers (such as healthcare information professionals, patent agents and recruitment professionals) undertake work tasks where search forms a core part of their duties. In these instances, the search task is often complex and time-consuming and requires specialist expert knowledge to formulate accurate search strategies. Interactive features such as query expansion can play a key role in supporting these tasks. However, generating query suggestions within a professional search context requires that consideration be given to the specialist, structured nature of the search strategies they employ. In this paper, we investigate a variety of query expansion methods applied to a collection of Boolean search strategies used in a variety of real-world professional search tasks. The results demonstrate the utility of context-free distributional language models and the value of using linguistic cues to optimise the balance between precision and recall.
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Article |
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Additional Information: |
This research was supported by Innovate UK Open Competition R&D grant 102975, ‘Intelligent Search Assistance’. Test data is publicly available via Github. Evaluation code is hosted on BitBucket and can be made available on demand. |
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Keywords: |
Information retrieval, machine learning, natural language processing, ontologies, professional search, query expansion |
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Item ID: |
30375 |
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Date Deposited: |
27 Jul 2021 14:10 |
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Last Modified: |
22 Nov 2021 11:06 |
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Peer Reviewed: |
Yes, this version has been peer-reviewed. |
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