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Leo Breiman (January 27, 1928 – July 5, 2005) was astatistician at theUniversity of California, Berkeley. He was the recipient of numerous honors and awards,[citation needed] and was a member of theUnited States National Academy of Sciences.
Leo Breiman | |
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![]() Leo Breiman in 2003 | |
Born | (1928-01-27)January 27, 1928 New York City, U.S. |
Died | July 5, 2005(2005-07-05) (aged 77) Berkeley, California, U.S. |
Alma mater | University of California, Berkeley |
Known for | CART,Bagging,Random forest |
Scientific career | |
Fields | Statistics |
Institutions | University of California, Berkeley |
Thesis | Homogeneous Processes (1954) |
Doctoral advisor | Michel Loève |
Doctoral students | Adele Cutler |
Breiman's work helped to bridge the gap between statistics andcomputer science, particularly in the field ofmachine learning. His most important contributions were his work onclassification and regression trees and ensembles of trees fit tobootstrap samples.Bootstrap aggregation was given the namebagging by Breiman. Another of Breiman's ensemble approaches is therandom forest.
See also
editFurther reading
edit- Leo Breimanobituary, from the University of California, Berkeley
- Richard A. Olshen "A Conversation with Leo Breiman," Statistical Science Volume 16, Issue 2, 2001
- Breiman, L. (2001). "Statistical Modeling: the Two Cultures".Statistical Science.16 (3):199–215.doi:10.1214/ss/1009213725.JSTOR 2676681.
External links
edit- Leo Breiman at theMathematics Genealogy Project
- Leo Breiman fromPORTRAITS OF STATISTICIANS
- A video record of a Leo Breiman's lecture about one of his machine learning techniques
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