Paul E. Utgoff, Carla E. Brodley  Home/Search
Context Related
| umass.edu/~utgoff//p...icml1990pt2.ps Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: umass.edu/~utgoff// (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: Decision trees that are limited to testing a single variable at a node are potentially much larger than trees that allow testing multiple variables at a node. This limitation reduces the ability to express concepts succinctly, which renders many classes of concepts difficult or impossible to express. This paper presents the PT2 algorithm, which searches for a multivariate split at each node. Because a univariate test is a special case of a multivariate test, the expressive power of such... (Update)
Context of citations to this paper: More
.... just above the leaf nodes, were discussed in [480] Decision trees with perceptrons at all internal nodes were described in [482, 438]. Mathematical Programming: Linear programming has been used for building adaptive classifiers since late 1960s [216] Given two...
...a fast method is desired. Ideally, an iterative method is also desirable in case new points are added and the tree needs to be adjusted [21]. Previous iterative approaches based on extensions to the perceptron algorithm [19, 6, 7] do not have stable performance for the...
Cited by: More
Hierarchical mixtures of experts and the EM algorithm - Jordan, Jacobs (1994) (Correct)
Symbolic Representation of Neural Networks - Setiono, Liu (1996) (Correct)
Feature Transformation and Multivariate Decision Tree Induction - Liu, Setiono (Correct)
Similar documents (at the sentence level):
5.9%: An Incremental Method for Finding Multivariate Splits for.. - Utgoff, Brodley (1990) (Correct)
Similar documents based on text: More All
0.6: Multivariate versus Univariate Decision Trees - Brodley, Utgoff (1992) (Correct)
0.5: Multivariate Decision Trees - Brodley, Utgoff (1992) (Correct)
0.4: Linear Machine Decision Trees - Utgoff, Brodley (1991) (Correct)
Related documents from co-citation: More All
11: Pattern classification and scene analysis (context) - Duda, Hart - 1973
10: Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
8: Induction of Decision Trees (context) - Quinlan - 1986
BibTeX entry: (Update)
Utgoff, P. E., & Brodley, C. E. (1990). An incremental method for finding multivariate splits for decision trees. In Proceedings of the Seventh International Conference on Machine Learning (pp. 58--65). http://citeseer.ist.psu.edu/article/utgoff90incremental.html More
@inproceedings{ utgoff90incremental,
author = "Paul E. Utgoff and Carla E. Brodley",
title = "An Incremental Method for Finding Multivariate Splits for Decision Trees",
booktitle = "Machine Learning",
pages = "58-65",
year = "1990",
url = "citeseer.ist.psu.edu/article/utgoff90incremental.html" }
Citations not processed or no citations identified.
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://ml-www.cs.umass.edu/~utgoff//): More
Many-Layered Learning - Paul Utgoff Utgoff (2002) (Correct)
Incremental Induction of Decision Trees - Paul Utgoff Utgoff (1989) (Correct)
Decision Tree Induction Based on Efficient Tree Restructuring - Utgoff, Berkman, al. (1996) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC