Low distortion embeddings for edit distance

被引:55
作者
Ostrovsky, Rafail [1 ]
Rabani, Yuval
机构
[1] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
[3] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
关键词
algorithms; theory; pattern matching; computations on discrete structures; edit distance; Levenshtein distance; metric embeddings; dimension reduction; sketching; communication; complexity; nearest neighbor search;
D O I
10.1145/1284320.1284322
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We show that (0, 1)(d) endowed with edit distance embeds into B, with distortion 2(0)(root log d log d). We further show efficient implementation of the embedding that yield solutions to various computational problems involving edit distance. These include sketching, communication complexity, nearest neighbor search. For all these problems, we improve upon previous bounds.
引用
收藏
页数:16
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