publication . Conference object . 2011

System effectiveness, user models, and user utility

a conceptual framework for investigation
Ben Carterette;
  • Published: 01 Jan 2011
  • Publisher: ACM Press
Abstract
There is great interest in producing effectiveness measures that model user behavior in order to better model the utility of a system to its users. These measures are often formulated as a sum over the product of a discount function of ranks and a gain function mapping relevance assessments to numeric utility values. We develop a conceptual framework for analyzing such effectiveness measures based on classifying members of this broad family of measures into four distinct families, each of which reflects a different notion of system utility. Within this framework we can hypothesize about the properties that such a measure should have and test those hypotheses against user and system data. Along the way we present a collection of novel results about specific measures and relationships between them.
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free text keywords: Measure (data warehouse), Product (category theory), Machine learning, computer.software_genre, computer, Order (exchange), Artificial intelligence, business.industry, business, User modeling, Computer user satisfaction, Data mining, Conceptual framework, Relevance (information retrieval), Computer science
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  • NEANIAS Space Research Community
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https://doi.org/10.1145/200991...
Conference object . 2011
Providers: Crossref
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