Title | ||
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FindYourFavorite: An Interactive System for Finding the User's Favorite Tuple in the Database |
Abstract | ||
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When faced with a database containing millions of tuples, an end user might be only interested in finding his/her favorite tuple in the database. In this paper, we study how to help an end user to find such a favorite tuple with a few user interactions. In each interaction, a user is presented with a small number of tuples (which can be artificial tuples outside the database or true tuples inside the database) and s/he is asked to indicate the tuple s/he favors the most among them. Different from the previous work which displays artificial tuples to users during the interaction and requires heavy user interactions, we achieve a stronger result. Specifically, we use a concept, called the utility hyperplane, to model the user preference and an effective pruning strategy to locate the favorite tuple for a user in the whole database. Based on these techniques, we developed an interactive system, called FindYourFavorite, and demonstrate that the system could identify the favorite tuple for a user with a few user interactions by always displaying true tuples in the database.
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Year | DOI | Venue |
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2019 | 10.1145/3299869.3320215 | Proceedings of the 2019 International Conference on Management of Data |
Keywords | Field | DocType |
data analytics, data exploration, user interaction | Tuple,Computer science,Database | Conference |
ISSN | ISBN | Citations |
0730-8078 | 978-1-4503-5643-5 | 2 |
PageRank | References | Authors |
0.36 | 0 | 3 |
Name | Order | Citations | PageRank |
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Min Xie | 1 | 20 | 7.20 |
Tianwen Chen | 2 | 15 | 1.63 |
Raymond Chi-Wing Wong | 3 | 1305 | 85.98 |