Construction of Decision Trees

The construction of optimal decision trees for the problem stated within can be accomplished by an exhaustive enumeration. This paper discusses two approaches. The section on heuristic methods gives mostly negative results (E.G. there is no merit factor that will always yield the optimal tests, etc....

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Main Author: Banks, Edwin Roger
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/5845
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author Banks, Edwin Roger
author_facet Banks, Edwin Roger
author_sort Banks, Edwin Roger
collection MIT
description The construction of optimal decision trees for the problem stated within can be accomplished by an exhaustive enumeration. This paper discusses two approaches. The section on heuristic methods gives mostly negative results (E.G. there is no merit factor that will always yield the optimal tests, etc.), but most to these methods do give good results. The section entitled "Exhaustive Enumeration Revisited" indicates some powerful shortcuts that can be applied to an exhaustive enumeration, extending the range of this method.
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spelling mit-1721.1/58452019-04-12T14:51:47Z Construction of Decision Trees Banks, Edwin Roger The construction of optimal decision trees for the problem stated within can be accomplished by an exhaustive enumeration. This paper discusses two approaches. The section on heuristic methods gives mostly negative results (E.G. there is no merit factor that will always yield the optimal tests, etc.), but most to these methods do give good results. The section entitled "Exhaustive Enumeration Revisited" indicates some powerful shortcuts that can be applied to an exhaustive enumeration, extending the range of this method. 2004-10-01T20:49:22Z 2004-10-01T20:49:22Z 1970-02-01 AIM-189 http://hdl.handle.net/1721.1/5845 en_US AIM-189 21 p. 7908059 bytes 508870 bytes application/postscript application/pdf application/postscript application/pdf
spellingShingle Banks, Edwin Roger
Construction of Decision Trees
title Construction of Decision Trees
title_full Construction of Decision Trees
title_fullStr Construction of Decision Trees
title_full_unstemmed Construction of Decision Trees
title_short Construction of Decision Trees
title_sort construction of decision trees
url http://hdl.handle.net/1721.1/5845
work_keys_str_mv AT banksedwinroger constructionofdecisiontrees