 | This article includes a
list of references,
related reading, or
external links, but its sources remain unclear because it lacks
inline citations. (February 2013) |
Leo Breiman | |
|---|---|
 Leo Breiman in 2003 | |
| Born | January 27, 1928
New York City, U.S. |
| Died | July 5, 2005 (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 |
Leo Breiman (January 27, 1928 – July 5, 2005) was a distinguished statistician at the University of California, Berkeley. He was the recipient of numerous honors and awards,[ citation needed] and was a member of the United States National Academy of Sciences.
Breiman's work helped to bridge the gap between statistics and computer science, particularly in the field of machine learning. His most important contributions were his work on classification and regression trees and ensembles of trees fit to bootstrap samples. Bootstrap aggregation was given the name bagging by Breiman. Another of Breiman's ensemble approaches is the random forest.
See also
Further reading
- Leo Breiman obituary, from the University of California, Berkeley
- Richard 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
- Leo Breiman at the Mathematics Genealogy Project
- Leo Breiman from PORTRAITS OF STATISTICIANS
- A video record of a Leo Breiman's lecture about one of his machine learning techniques
- Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)
| International | |
|---|---|
| National | |
| Academics | |
| Other | |
 | This article about a statistician from the United States is a stub. You can help Wikipedia by expanding it. |
- 1928 births
- 2005 deaths
- American statisticians
- Fellows of the American Statistical Association
- Machine learning researchers
- Members of the United States National Academy of Sciences
- University of California, Berkeley College of Letters and Science faculty
- Computational statisticians
- Statistician stubs
| This article includes a
list of references,
related reading, or
external links, but its sources remain unclear because it lacks
inline citations. (February 2013) |
Leo Breiman | |
|---|---|
|
Leo Breiman in 2003 | |
| Born | January 27, 1928
New York City, U.S. |
| Died | July 5, 2005 (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 |
Leo Breiman (January 27, 1928 – July 5, 2005) was a distinguished statistician at the University of California, Berkeley. He was the recipient of numerous honors and awards,[ citation needed] and was a member of the United States National Academy of Sciences.
Breiman's work helped to bridge the gap between statistics and computer science, particularly in the field of machine learning. His most important contributions were his work on classification and regression trees and ensembles of trees fit to bootstrap samples. Bootstrap aggregation was given the name bagging by Breiman. Another of Breiman's ensemble approaches is the random forest.
See also
Further reading
- Leo Breiman obituary, from the University of California, Berkeley
- Richard 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
- Leo Breiman at the Mathematics Genealogy Project
- Leo Breiman from PORTRAITS OF STATISTICIANS
- A video record of a Leo Breiman's lecture about one of his machine learning techniques
- Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)
| International | |
|---|---|
| National | |
| Academics | |
| Other | |
|
| This article about a statistician from the United States is a stub. You can help Wikipedia by expanding it. |
- 1928 births
- 2005 deaths
- American statisticians
- Fellows of the American Statistical Association
- Machine learning researchers
- Members of the United States National Academy of Sciences
- University of California, Berkeley College of Letters and Science faculty
- Computational statisticians
- Statistician stubs