References









A good starting point to read about SD is a paper in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE-PAMI), entitled "On the Algorithmic Implementation of Stochastic Discrimination".
A PDF version of this paper is available online (about 1.4 MB download).

Related work and publications are as follows:
Highlighted entry, if any, is the reference you clicked on to reach this page

  • D. Chen, Statistical Estimates for Kleinberg's Method of Stochastic Discrimination, Ph.D. Thesis, SUNY/Buffalo, 1998.
  • E. M. Kleinberg, On the Algorithmic Implementation of Stochastic Discrimination, IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 5, pp. 473-490, May 2000
    A PDF version of this paper is available online (about 1.4MB download)
  • E. M. Kleinberg, A Mathematically Rigorous Foundation for Supervised Learning, Proc. of the First International Workshop on Multiple Classifier Systems, Caligari, Italy, June, 2000, published as Springer-Verlag Lecture Notes in Computer Science, Vol. 1857.
    A PDF version of this paper is available online (about 200KB download)
  • E. M. Kleinberg, An Overtraining-Resistant Stochastic Modeling Method for Pattern Recognition, Annals of Statistics, 1996, pp. 2319-2349.
    A PDF version of this paper is available online (about 1.4MB download)
  • E. M. Kleinberg, A Note on the Mathematics Underlying Boosting, preprint, to appear.
  • R. Quinlan, C4.5: Programs for Machine Learning, Morgan Kaufmann, Oct 1993.
  • D. Michie, D. Spiegelhalter, C. C. Taylor, Machine Learning, Neural and Statistical Classification, Ellis Horwood, 1994.
  • R. Berlind, An Alternative Method of Stochastic Discrimination with Applications to Pattern Recognition, Ph.D. Thesis, SUNY/Buffalo, 1994.
  • T. K. Ho, Random Decision Forests, Proc. of the 3rd Int'l Conference on Document Analysis and Recognition, Montreal, Canada, 1995, pp. 278-282.
  • V. N. Vapnik, Estimation of Dependences Based on Empirical Data, Springer-Verlag, 1982.

kleinbrg@math.buffalo.edu
Last modified on Mon Nov 23 11:31:00 2009