Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 김상욱 | - |
dc.date.accessioned | 2018-02-02T01:18:54Z | - |
dc.date.available | 2018-02-02T01:18:54Z | - |
dc.date.issued | 2016-03 | - |
dc.identifier.citation | 19th International Conference on Extending Database Technology (EDBT), Page. 1-12 | en_US |
dc.identifier.isbn | 978-3-89318-070-7 | - |
dc.identifier.uri | http://pike.psu.edu/publications/edbt16.pdf | - |
dc.identifier.uri | http://hdl.handle.net/20.500.11754/34898 | - |
dc.description.abstract | In this paper, we propose a crowdsourcing-based approach to solving skyline queries with incomplete data. Our main idea is to leverage crowds to infer the pair-wise preferences between tuples when the values of tuples in some attributes are unknown. Specifically, our proposed solution considers three key factors used in existing crowd-enabled algorithms: (1) minimizing a monetary cost in identifying a crowdsourced skyline by using a dominating set, (2) reducing the number of rounds for latency by parallelizing the questions asked to crowds, and (3) improving the accuracy of a crowdsourced skyline by dynamically assigning the number of crowd workers per question. We evaluate our solution over both simulated and real crowdsourcing using the Amazon Mechanical Turk. Compared to a sort-based baseline method, our solution significantly minimizes the monetary cost, and reduces the number of rounds up to two orders of magnitude. In addition, our dynamic majority voting method shows higher accuracy than both static majority voting method and the existing solution using unary questions. | en_US |
dc.description.sponsorship | This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIP) (No. 2014R1A2A1A10054151 and No. 2015R1C1A1A01055442). | en_US |
dc.language.iso | en | en_US |
dc.publisher | EDBT 2016 | en_US |
dc.title | CrowdSky: Crowdsourced Skyline Query Processing | en_US |
dc.type | Article | en_US |
dc.relation.page | 1-12 | - |
dc.contributor.googleauthor | Lee, Jongwuk | - |
dc.contributor.googleauthor | Lee, Dongwon | - |
dc.contributor.googleauthor | Kim, Sang-Wook | - |
dc.relation.code | 20160053 | - |
dc.sector.campus | S | - |
dc.sector.daehak | COLLEGE OF ENGINEERING[S] | - |
dc.sector.department | DEPARTMENT OF COMPUTER SCIENCE | - |
dc.identifier.pid | wook | - |
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