Adele Cutler

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]

Adele Cutler
Alma mater
SpouseRichard Cutler
Scientific career
FieldsStatistics
InstitutionsUtah State University
ThesisOptimization Methods in Statistics (1988)
Doctoral advisorLeo Breiman

Early life and education

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

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
  1. 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
  2. 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
  3. Adele Cutler Ph.D., Utah State University Department of Mathematics and Statistics, retrieved 2019-08-24
  4. Cutler, Adele, Personal Information, retrieved 2019-08-24
  5. Adele Cutler at the Mathematics Genealogy Project
  6. "Interview with Adele Cutler: Remembering Leo Breiman", Dan Steinberg's Blog, Salford Systems, retrieved 2019-08-24
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