The Dagstuhl Perspectives Workshop on Performance Modeling and Prediction
Nicola Ferro, Norbert Fuhr, Gregory Grefenstette, Joseph Konstan, Pablo Castells, Elizabeth Daly, Thierry Declerck, Michael Ekstrand, Werner Geyer, Julio Gonzalo, …
This paper reports the findings of the Dagstuhl Perspectives Workshop 17442 on performance modeling and prediction in the domains of Information Retrieval, Natural language Processing and Recommender Systems. We present a framework for further research, which identifies five major problem areas: understanding measures, performance analysis, making underlying assumptions explicit, identifying application features determining performance, and the development of prediction models describing the relationship between assumptions, features and resulting performance.
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The Dagstuhl Perspectives Workshop on Performance Modeling and Prediction