Adele Cutler
Adele Cutler | |
|---|---|
| Alma mater | |
| Spouse | Richard Cutler |
| Scientific career | |
| Fields | Statistics |
| Institutions | Utah State University |
| Thesis | Optimization Methods in Statistics (1988) |
| Doctoral advisor | Leo Breiman |
Adele Cutler is a statistician known as one of the developers of archetypal analysis[1] and of the random forest technique for ensemble learning.[2] She is a professor of mathematics and statistics at Utah State University.[3]
Early life and education
[edit]Originally from England, Cutler moved to New Zealand as a child,[4] and studied mathematics at the University of Waikato and the University of Auckland.[3] She met her husband, statistician Richard Cutler, at the University of Auckland; the couple both went on to graduate study in statistics at the University of California, Berkeley,[4] where she earned a master's degree in 1984 and completed her doctorate in 1988.[3] Her dissertation, Optimization Methods in Statistics, was supervised by Leo Breiman.[5] Her doctoral work with Breiman concerned mathematical optimization techniques in statistics, and introduced archetypal analysis.[6]
Career
[edit]After completing her doctorate she joined the faculty at Utah State University in 1988.[4] Her initial research there concerned mixture models, but shifted towards neural networks in the mid-1990s and from there to random decision trees, the basis of the random forest technique.[6]
References
[edit]- ^ Morup, Morten; Hansen, Lars Kai (August 2010), "Archetypal analysis for machine learning", 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010) (PDF), pp. 172–177, doi:10.1109/mlsp.2010.5589222, S2CID 2058004
- ^ Hastie, Trevor; Tibshirani, Robert; Friedman, Jerome (December 2008), "Random Forests", The Elements of Statistical Learning: Data Mining, Inference, and Prediction (2nd ed.), New York: Springer, pp. 587–604, doi:10.1007/978-0-387-84858-7_15
- ^ a b c Adele Cutler Ph.D., Utah State University Department of Mathematics and Statistics, retrieved 2019-08-24
- ^ a b c Cutler, Adele, Personal Information, retrieved 2019-08-24
- ^ Adele Cutler at the Mathematics Genealogy Project
- ^ a b "Interview with Adele Cutler: Remembering Leo Breiman", Dan Steinberg's Blog, Salford Systems, retrieved 2019-08-24
External links
[edit]
- Home page
- Adele Cutler publications indexed by Google Scholar
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