Abstract | ||
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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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Year | Venue | Field |
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2018 | SIGIR Forum | Data science,Recommender system,Information retrieval,Computer science,Predictive modelling |
DocType | Volume | Issue |
Journal | 52 | 1 |
Citations | PageRank | References |
2 | 0.49 | 14 |
Authors | ||
21 |
Name | Order | Citations | PageRank |
---|---|---|---|
nicola ferro | 1 | 1152 | 133.18 |
Norbert Fuhr | 2 | 3496 | 939.53 |
Gregory Grefenstette | 3 | 1129 | 147.00 |
Joseph A. Konstan | 4 | 15418 | 1314.61 |
Pablo Castells | 5 | 2 | 1.51 |
Elizabeth Daly | 6 | 8 | 6.43 |
Thierry Declerck | 7 | 309 | 65.24 |
Michael D. Ekstrand | 8 | 456 | 35.67 |
Werner Geyer | 9 | 1289 | 87.53 |
Julio Gonzalo | 10 | 1857 | 180.68 |
Tsvi Kuflik | 11 | 1280 | 111.75 |
Krister Lindén | 12 | 136 | 25.44 |
Bernardo Magnini | 13 | 2027 | 226.13 |
Jian-yun Nie | 14 | 3681 | 238.61 |
Raffaele Perego | 15 | 1471 | 108.91 |
Bracha Shapira | 16 | 1058 | 85.76 |
Ian Soboroff | 17 | 1907 | 218.39 |
Nava Tintarev | 18 | 428 | 42.25 |
Karin Verspoor | 19 | 993 | 78.54 |
Martijn C. Willemsen | 20 | 470 | 32.83 |
Justin Zobel | 21 | 6882 | 880.46 |