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Sufficiency Revisited: Rethinking Statistical Algorithms in the Big Data Era.

The big data era demands new statistical analysis paradigms, since traditional methods often break down when datasets are too large to fit on a single desktop computer. Divide and Recombine (D&R) is becoming a popular approach for big data analysis, where results are combined over subanalyses perfor...

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Published in:American Statistician Vol. 71; no. 3; pp. 202 - 209
Main Authors: Lee, Jarod Y. L., Brown, James J., Ryan, Louise M.
Format: Article
Published: Taylor & Francis Ltd Aug2017
Subjects:
Electronic data processing
Statistics
Data analysis
Big data
Data mining
Databases
Online Access:View this record in EBSCOhost