Description: The aim of this article is to show a brief description about the C4.5 algorithm, used to create Univariate De- cision Trees. We also talk about Multivariate Decision Trees, their process to classify instances using more than one attribute per node in the tree. We try to discuss how they work, and how to implement the algorithms that build such trees, including examples of Univariate and Multivariate results.
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File list (Check if you may need any files):
c4.5-C\R8\Data\crx.data
......\..\....\crx.names
......\..\....\crx.test
......\..\....\golf.data
......\..\....\golf.names
......\..\....\hypo.data
......\..\....\hypo.names
......\..\....\hypo.test
......\..\....\labor-neg.data
......\..\....\labor-neg.names
......\..\....\labor-neg.test
......\..\....\monk1.data
......\..\....\monk1.names
......\..\....\monk1.test
......\..\....\monk2.data
......\..\....\monk2.names
......\..\....\monk2.test
......\..\....\monk3.data
......\..\....\monk3.names
......\..\....\monk3.test
......\..\....\soybean.data
......\..\....\soybean.names
......\..\....\vote.data
......\..\....\vote.names
......\..\....\vote.test
......\..\.oc\c4.5.1
......\..\...\c4.5rules.1
......\..\...\consult.1
......\..\...\consultr.1
......\..\...\verbose.1
......\..\...\verbrules.1
......\..\LEGAL
......\..\ReadMe
......\..\Src\average.c
......\..\...\besttree.c
......\..\...\build.c
......\..\...\buildex.i
......\..\...\c4.5.c
......\..\...\c4.5rules.c
......\..\...\classify.c
......\..\...\confmat.c
......\..\...\consult.c
......\..\...\consultr.c
......\..\...\contin.c
......\..\...\defns.i
......\..\...\discr.c
......\..\...\extern.i
......\..\...\genlogs.c
......\..\...\genrules.c
......\..\...\getdata.c
......\..\...\getnames.c
......\..\...\getopt.c
......\..\...\header.c
......\..\...\info.c
......\..\...\Makefile
......\..\...\makerules.c
......\..\...\Modifications
......\..\...\prune.c
......\..\...\prunerule.c
......\..\...\rules.c
......\..\...\rulex.i
......\..\...\siftrules.c
......\..\...\sort.c
......\..\...\st-thresh.c
......\..\...\stats.c
......\..\...\subset.c
......\..\...\testrules.c
......\..\...\trees.c
......\..\...\types.i
......\..\...\userint.c
......\..\...\xval-prep.c
......\..\...\xval.sh
......\..\Data
......\..\Doc
......\..\Src
......\R8
c4.5-C
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