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Jerome H Friedman

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Name  Jerome Friedman

Role  Professor
Jerome H. Friedman httpsstatisticsstanfordedusitesdefaultfile
Books  The Elements of Statistical Learning
Education  University of California, Berkeley (1967), University of California, Berkeley (1962)
People also search for  Trevor Hastie, Robert Tibshirani, Harry Wechsler

Regression Location and Scale Estimation with Application to Censoring Slides


Jerome Harold Friedman (born 1939) is an American statistician, consultant and Professor of Statistics at Stanford University, known for his contributions in the field of statistics and data mining.

Contents

Jerome H. Friedman httpsstatwebstanfordedujhfphotoJPG

Biography

Friedman studied at the University of California, Berkeley, where he received his AB in Physics in 1962, and his PhD in High Energy Particles Physics in 1967.

In 1968 he started his academic career as research physicist at the Lawrence Berkeley National Laboratory. In 1972 he started at Stanford University as leader of the Computation Research Group, Stanford Linear Accelerator Center, where he would participate until 2003. In the year 1976–77 he was Visiting scientist at CERN in Geneva. From 1981 to 1984 he was Visiting Professor at the University of California, Berkeley. In 1982 he got appointed Professor of Statistics at the Department of Statistics of the Stanford University.

In 1984 he was elected as a Fellow of the American Statistical Association. In 2002 he was awarded the SIGKDD Innovation Award by the ACM In 2010 he is elected members of the National Academy of Sciences (Applied mathematical sciences).

Publications

Friedman has authored and co-authored many publications in the field of data-mining including "nearest neighbor classification, logistical regressions, and high dimensional data analysis. His primary research interest is in the area of machine learning." A selection:

  • Friedman, Jerome H., and John W. Tukey. "A projection pursuit algorithm for exploratory data analysis." Computers, IEEE Transactions on 100.9 (1974): 881–890.
  • Friedman, Jerome H., and Werner Stuetzle. "Projection pursuit regression." Journal of the American statistical Association 76.376 (1981): 817–823.
  • Friedman, Jerome H. "Multivariate adaptive regression splines." The annals of statistics (1991): 1–67.
  • Friedman, Jerome H. "Greedy function approximation: a gradient boosting machine." Annals of Statistics (2001): 1189–1232.
  • References

    Jerome H. Friedman Wikipedia


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