Stratified sampling using adaptive parallel data processing

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United States of America Patent

PATENT NO 9697274
SERIAL NO

14141635

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Abstract

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Stratified sampling of a plurality of records is performed. A plurality of records are partitioned into a plurality of splits, wherein each split includes at least a portion of the plurality of records. The split of the plurality of splits is provided to a mapper. The mapper assigns at least a portion the records of the at least one split to a group based on a strata of the assigned records, and filters the records of the group based on a comparison of the weights of the records to a local threshold of the mapper. The mapper updates the local threshold of the mapper by communicating with a coordinator. The mapper shuffles the group to a reducer, where the reducer filters the records of the group based on the weights of the records. The reducer provides a stratified sampling of the plurality of records based on the group.

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Patent Owner(s)

  • INTERNATIONAL BUSINESS MACHINES CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Balmin, Andrey San Jose, US 26 759
Ercegovac, Vuk Campbell, US 23 349
Haas, Peter J San Jose, US 32 349
Peng, Liping Amherst, US 8 43
Sismanis, John San Jose, US 16 487

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