Usercentric Operational Decision Making in Distributed Information Retrieval

Kartik Hosanagar ()
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Kartik Hosanagar: Operations and Information Management, The Wharton School of the University of Pennsylvania, Philadelphia, Pennsylvania 19103

Information Systems Research, 2011, vol. 22, issue 4, 739-755

Abstract: Information specialists in enterprises regularly use distributed information retrieval (DIR) systems that query a large number of information retrieval (IR) systems, merge the retrieved results, and display them to users. There can be considerable heterogeneity in the quality of results returned by different IR servers. Further, because different servers handle collections of different sizes and have different processing and bandwidth capacities, there can be considerable heterogeneity in their response times. The broker in the DIR system has to decide which servers to query, how long to wait for responses, and which retrieved results to display based on the benefits and costs imposed on users. The benefit of querying more servers and waiting longer is the ability to retrieve more documents. The costs may be in the form of access fees charged by IR servers or user's cost associated with waiting for the servers to respond. We formulate the broker's decision problem as a stochastic mixed-integer program and present analytical solutions for the problem. Using data gathered from FedStats---a system that queries IR engines of several U.S. federal agencies---we demonstrate that the technique can significantly increase the utility from DIR systems. Finally, simulations suggest that the technique can be applied to solve the broker's decision problem under more complex decision environments.

Keywords: distributed information retrieval (IR); personalization; utility theory; optimal operational decisions; source selection; query termination; stochastic modeling (search for similar items in EconPapers)
Date: 2011
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