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Abstract: Recent work in feature-based classification has focused on non-parametric techniques that can classify instances even when the underlying feature distributions are unknown. The inference algorithms for training these techniques, however, are designed to maximize the accuracy of the classifier, with all errors weighted equally. In many applications, certain errors are far more costly than others, and the need arises for non-parametric classification techniques that can be trained to optimize... (Update)
Context of citations to this paper: More
.... on Buluswar s work on nonparametric classification of pixels under varying illumination[2] A multivariate decision tree (MDT) algorithm[4] is used to separate the skincolored region of the color space from the rest. Training data was taken from hand cropped images and as much...
.... as laid out in [BDHR94] is based upon more general work on the use of learned multivariate decision trees in computer vision [DBU94] Hypothesis Generation Given regions of interest generated by the color detection process, or any other detection algorithm, this second...
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BibTeX entry: (Update)
B. Draper, C. Brodley, and P. Utgoff. Goal-directed classification using linear machine decision trees. IEEE Transactions on Pattern Analysis and Machine Intelligence, 16(9):888--893, 1994. http://citeseer.ist.psu.edu/draper94goaldirected.html More
@article{ draper94goaldirected,
author = "Draper, B.A. and Brodley, C.E. and Utgoff, P.E.",
title = "Goal-Directed Classification Using Linear Machine Decision Trees",
journal = "PAMI",
volume = "16",
number = "9",
month = "September",
pages = "888-893",
year = "1994",
url = "citeseer.ist.psu.edu/draper94goaldirected.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, Freidman et al. - 1984
162 Simplifying Decision Trees - Quinlan - 1987
102 An Empirical Comparison of Pruning Methods for Decision Tree.. (context) - Mingers - 1989
88 Learning Machines (context) - Nilsson - 1965
69 Multivariate Decision Trees - Brodley, Utgoff
19 An Incremental Method for Finding Multivariate Splits for De.. - Utgoff, Brodley - 1990
9 Small nets and short paths: Optimising Neural Computation (context) - Frean - 1990
8 Pattern Classification by Iteratively Determined Linear and .. (context) - Duda, Fossum - 1966
2 Information Acquisition and Fusion in the Mobile Perception .. - Draper, Buluswar et al. - 1993
The graph only includes citing articles where the year of publication is known.
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