---------------------------------------------------------- ANNOUNCEMENT OC1 is now available via Anonymous FTP. ---------------------------------------------------------- OC1 (Oblique Classifier 1) is a multivariate decision tree induction system designed for applications where the instances have numeric feature values. OC1 builds decision trees that contain linear combinations of one or more attributes at each internal node; these trees then partition the space of examples with both oblique and axis-parallel hyperplanes. OC1 has been used for classification of data from several real world domains, including astronomy, cancer diagnosis, and other. A technical decription of the algorithm can be found in the AAAI-93 paper by Sreerama K. Murthy, Simon Kasif, Steven Salzberg and Richard Beigel. A postscript version of this paper is provided with the package. OC1 is a serial version written entirely in ANSI C. OC1 incorporates a number of features intended to support flexible experimentation on real and artificial data sets. We have provided support for cross validation experiments, generation of artificial data, and graphical display of data sets and decision trees. The OC1 software allows the user to create both standard, axis-parallel decision trees and oblique (multivariate) trees. TO OBTAIN OC1 BY ANONYMOUS FTP -------------------------------- The latest version of OC1 is available free of charge, and may be obtained via anonymous FTP from the Johns Hopkins University Computer Science Department. To obtain a copy of OC1, type the following commands: UNIX_prompt> ftp blaze.cs.jhu.edu [Note: the Internet address of blaze.cs.jhu.edu is 128.220.13.50] Name: anonymous Password: [enter your email address] ftp> bin ftp> cd pub/oc1 ftp> get oc1.tar.Z ftp> bye [Place the file oc1.tar.Z in a convenient subdirectory.] UNIX_prompt> uncompress oc1.tar.Z UNIX_prompt> tar -xf oc1.tar [Read the file "README", to get cues to other documentation files, and to run the programs.] If you have any comments, questions or suggestions, please contact Sreerama K. Murthy or Steven Salzberg or Simon Kasif Department of Computer Science The Johns Hopkins University Baltimore, MD 21218 Email: murthy@cs.jhu.edu,salzberg@cs.jhu.edu,kasif@cs.jhu.edu OC1 IS INTENDED FOR NON-COMMERCIAL PURPOSES ONLY. OC1 may be used, copied, and modified freely for this purpose. Any commercial use of OC1 is strictly prohibited without the express written consent of Sreerama K. Murthy, Simon Kasif, and Steven Salzberg, at the Department of Computer Science, Johns Hopkins University. ----------------------------------------------------------------------- From murthy Thu Nov 4 18:52:31 1993 Date: Thu, 4 Nov 93 18:52:00 EST To: salzberg, kasif, murthy Subject: OC1: modifications Cc: rupali@jhufos.pha.jhu.edu, hcp2x@honi3.acc.virginia.edu, ncv@tci002.uibk.ac.at, brodley@cs.umass.edu Content-Length: 948 X-Lines: 23 Status: RO Hi, I have recently modified OC1 in the following ways: 1. Replaced the ad-hoc pruning strategy with a standard pruning procedure (Breiman et al's Error Complexity pruning using a secondary test set). 2. Accelerated the oblique decision tree inducing program so that it runs in about half the time that it used to take before. 3. Included implementations for two more impurity measures, namely, gini_index and the twoing rule. The modified version of OC1, along with the updated documentation, is available for anonymous FTP from blaze.cs.jhu.edu, in the directory pub/oc1, as the compressed tar file oc1.tar.Z. Please make a note of this change, and obtain the new version, if you plan to use OC1. Also, could you please let anyone, that you know has FTPed the old version of OC1, know about this updation ? Thank you. -Sreerama K. Murthy Department of Computer Science Johns Hopkins University Baltimore, MD 21218