Paul E. Utgoff, Carla E. Brodley  Home/Search
Context Related
| umass.edu/papers/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/publications (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)
Active bibliography (related documents): More All
0.8: Inductive Learning With Bct - Philip Chan (1989) (Correct)
0.3: A Comparison Of Genetic Algorithms And Other Machine Learning.. - Congdon (1995) (Correct)
0.1: Dynamic Automatic Model Selection - Brodley (1992) (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/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/utgoff90incremental.html" }
Citations (may not include all citations):2133 Pattern classification and scene analysis (context) - Duda, Hart - 1973
1359 Induction of decision trees (context) - Quinlan - 1986
1262 Classification and regression trees (context) - Breiman, Friedman et al. - 1984
180 The CN2 induction algorithm (context) - Clark, Niblett - 1989
102 An empirical comparison of pruning methods for decision tree.. (context) - Mingers - 1989
88 Learning machines (context) - Nilsson - 1965
59 Unknown attribute values in induction - Quinlan - 1989
51 Decision trees and diagrams (context) - Moret - 1982
50 An experimental comparison of symbolic and connectionist lea.. (context) - Mooney, Shavlik et al. - 1989
48 Classifier systems and the animat problem (context) - Wilson - 1987
43 Perceptron trees: A case study in hybrid concept representat.. (context) - Utgoff - 1988
43 Perceptron trees: A case study in hybrid concept representat.. (context) - Utgoff - 1989
30 Learning DNF by decision trees (context) - Pagallo - 1983
28 Learning by statistical cooperation of self-interested neuro.. (context) - Barto - 1985
26 Decision trees as probabilistic classifiers (context) - Quinlan - 1987
22 Optimal linear discriminants (context) - Gallant - 1986
21 Improved decision trees: A generalized version of ID3 (context) - Cheng, Fayyad et al. - 1988
21 An empirical comparison of genetic and decision-tree classif.. (context) - Quinlan - 1988
20 Linear function neurons: Structure and training (context) - Hampson, Volper - 1986
3 Feature discovery in empirical learning (context) - Pagallo, Haussler - 1988
2 Inductive learning with BCT - Chan - 1989
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www-lrn.cs.umass.edu/publications.html): More
Approximation via Value Unification - Utgoff, Sracuzzi (1999) (Correct)
Randomized Variable Elimination - Stracuzzi, Utgoff (2004) (Correct)
Scalable Knowledge Acquisition through Memory Organization - Stracuzzi (2005) (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