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Query-directed probing LSH for cosine similarity

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成果类型:
期刊论文
作者:
Shengyingjie Liu;Jianwen Sun(孙建文);Zhi Liu;Xian Peng;Sanya Liu
作者机构:
National Engineering Research Center for E-Learning, Central China Normal University, Wuhan, 430079, China
语种:
英文
关键词:
Cosine similarity search;Locality-sensitive hashing;Multi-probe
期刊:
ACM International Conference Proceeding Series
年:
2016
页码:
171-177
机构署名:
本校为第一机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Locality-sensitive hashing (LSH) considered as an efficient algorithm for large-scale similarity search has become increasingly popular. Recently, many of its variants have been applied widely in high-dimensional similarity search. To overcome the drawback of requirement for a large number of hash tables, researchers proposed the famous Multi-Probe LSH (MPLSH). It has been used to improve the utilization of hash tables. There are two major probing sequences mentioned in MP-LSH, i.e., Step-Wise Probing (SWP) sequence and Query-Directed Probing (...

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