References to papers using the OC1 Decision Tree System

  1. The original OC1 paper is A System for Induction of Oblique Decision Trees by S.K. Murthy, S. Kasif, and S. Salzberg. Journal of Artificial Intelligence Research 2:1 (1994), 1-32. (475K, PostScript). It is also available from the Journal of Artificial Intelligence Research directly, through their web site.
  2. Locating Protein Coding Regions in Human DNA using a Decision Tree Algorithm. Journal of Computational Biology, 2:3 (1995), 473-485. (590K, PostScript compressed with gzip) This paper uses OC1 to show how decision trees can be used for an important problem from computational molecular biology.
  3. Decision Trees for Automated Identification of Cosmic Ray Hits in Hubble Space Telescope Images. by S. Salzberg, R. Chandar, H. Ford, S. Murthy, and R. White. Publications of the Astronomical Society of the Pacific 107, May 1995, 1-10. (460K, compressed Postscript) This paper shows how decision trees produced by OC1 can produce remarkably accurate classifiers for images from the Hubble Space Telescope.