全对MapReduce问题的匹配边界

F. Afrati, J. Ullman
{"title":"全对MapReduce问题的匹配边界","authors":"F. Afrati, J. Ullman","doi":"10.1145/2513591.2513663","DOIUrl":null,"url":null,"abstract":"The all-pairs problem is an input-output relationship where each output corresponds to a pair of inputs, and each pair of inputs has a corresponding output. It models similarity joins where no simplification of the search for similar pairs, e.g., locality-sensitive hashing, is possible, and each input must be compared with every other input to determine those pairs that are \"similar.\" When implemented by a MapReduce algorithm, there was a gap, a factor of 2, between the lower bound on necessary communication and the communication required by the best known algorithm. In this brief paper we show that the lower bound can essentially be met.","PeriodicalId":93615,"journal":{"name":"Proceedings. International Database Engineering and Applications Symposium","volume":"60 1","pages":"3-4"},"PeriodicalIF":0.0000,"publicationDate":"2013-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"Matching bounds for the all-pairs MapReduce problem\",\"authors\":\"F. Afrati, J. Ullman\",\"doi\":\"10.1145/2513591.2513663\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The all-pairs problem is an input-output relationship where each output corresponds to a pair of inputs, and each pair of inputs has a corresponding output. It models similarity joins where no simplification of the search for similar pairs, e.g., locality-sensitive hashing, is possible, and each input must be compared with every other input to determine those pairs that are \\\"similar.\\\" When implemented by a MapReduce algorithm, there was a gap, a factor of 2, between the lower bound on necessary communication and the communication required by the best known algorithm. In this brief paper we show that the lower bound can essentially be met.\",\"PeriodicalId\":93615,\"journal\":{\"name\":\"Proceedings. International Database Engineering and Applications Symposium\",\"volume\":\"60 1\",\"pages\":\"3-4\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-10-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings. International Database Engineering and Applications Symposium\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2513591.2513663\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings. International Database Engineering and Applications Symposium","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2513591.2513663","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9

摘要

全对问题是一种输入-输出关系,其中每个输出对应一对输入,而每对输入都有相应的输出。它对相似性连接进行建模,其中不可能简化对相似对的搜索,例如,对位置敏感的散列,并且必须将每个输入与每个其他输入进行比较,以确定那些“相似”的对。当由MapReduce算法实现时,在必要通信的下限与最知名算法所需的通信之间存在2倍的差距。在这篇简短的文章中,我们证明了下界基本上是可以满足的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Matching bounds for the all-pairs MapReduce problem
The all-pairs problem is an input-output relationship where each output corresponds to a pair of inputs, and each pair of inputs has a corresponding output. It models similarity joins where no simplification of the search for similar pairs, e.g., locality-sensitive hashing, is possible, and each input must be compared with every other input to determine those pairs that are "similar." When implemented by a MapReduce algorithm, there was a gap, a factor of 2, between the lower bound on necessary communication and the communication required by the best known algorithm. In this brief paper we show that the lower bound can essentially be met.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信