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Theses/Dissertations

Optimization

University of Massachusetts Amherst

Artificial Intelligence and Robotics

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Full-Text Articles in Physical Sciences and Mathematics

Query-Time Optimization Techniques For Structured Queries In Information Retrieval, Marc-Allen Cartright Sep 2013

Query-Time Optimization Techniques For Structured Queries In Information Retrieval, Marc-Allen Cartright

Open Access Dissertations

The use of information retrieval (IR) systems is evolving towards larger, more complicated queries. Both the IR industrial and research communities have generated significant evidence indicating that in order to continue improving retrieval effectiveness, increases in retrieval model complexity may be unavoidable. From an operational perspective, this translates into an increasing computational cost to generate the final ranked list in response to a query. Therefore we encounter an increasing tension in the trade-off between retrieval effectiveness (quality of result list) and efficiency (the speed at which the list is generated). This tension creates a strong need for optimization techniques to …