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Wrap Filters - A new non-interactive method to determine sizes of deviation between similar data sets - 02/28/2002
In many problems related to computer networks and database consistency in
lazy replication of distributed databases, it is important to gauge the
extent of dissimiliarity between two datasets in order to make intelligent
decisions about when to initiate synchronization procedures and to estimate
the level of deviation in databases that are only weakly consistent. We
propose, describe and analyze a new algorithm based on "Wrap Filters" to
estimate this information. Our scheme has low communication complexity and
requires only one round of communication in order for two hosts to determine
an estimate of the size of the difference between them. Moreover, the
information exchanged may also be used as a normal bloom filter to estimate
what set elements the local set has that the remote host's set does not. We
are thus able to extend the functionality of the bloom filter and make it
more informative, at a modest cost in terms of the computation and
communication.
Lab of Networking and Information Systems Room 413 Photonics Building 8 St Mary's Street, Boston MA 02215 Web site created by Sachin Agarwal (ska@bu.edu)
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