Title :
On the resemblance and containment of documents
Author :
Broder, Andrei Z.
Author_Institution :
Digital Systems Res. Center, Palo Alto, CA, USA
Abstract :
Given two documents A and B we define two mathematical notions: their resemblance r(A, B) and their containment c(A, B) that seem to capture well the informal notions of “roughly the same” and “roughly contained.” The basic idea is to reduce these issues to set intersection problems that can be easily evaluated by a process of random sampling that can be done independently for each document. Furthermore, the resemblance can be evaluated using a fixed size sample for each document. This paper discusses the mathematical properties of these measures and the efficient implementation of the sampling process using Rabin (1981) fingerprints
Keywords :
information retrieval; random processes; set theory; Rabin fingerprints; World Wide Web; containment; documents; fixed size sample; informal notions; information retrieval; intersection problems; mathematical notions; mathematical properties; random sampling; resemblance; roughly contained; roughly the same; Algorithm design and analysis; Clustering algorithms; Costs; Digital systems; Explosions; Fingerprint recognition; Particle measurements; Sampling methods; Testing; Web sites;
Conference_Titel :
Compression and Complexity of Sequences 1997. Proceedings
Conference_Location :
Salerno
Print_ISBN :
0-8186-8132-2
DOI :
10.1109/SEQUEN.1997.666900