Graphics Reference
In-Depth Information
Table 9.6
Average results of kappa considering the six classifiers
C4.5
DataSqueezer
KNN
Naïve Bayes
PUBLIC
Ripper
FUSINTER
0.5550 CACC
0.2719 PKID
0.5784 PKID
0.5762 CAIM
0.5279 Modified Chi2
0.5180
ChiMerge
0.5433 Ameva
0.2712 FFD
0.5617 Modified Chi2
0.5742 FUSINTER
0.5204 Chi2
0.5163
CAIM
0.5427 CAIM
0.2618 Modified Chi2
0.5492 FUSINTER
0.5737 ChiMerge
0.5158 MODL
0.5123
Zeta
0.5379 ChiMerge
0.2501 Khiops
0.5457 FFD
0.5710 MDLP
0.5118 FUSINTER
0.5073
MDLP
0.5305 FUSINTER
0.2421 EqualFrequency 0.5438 ChiMerge
0.5650 Distance
0.5074 Khiops
0.4939
UCPD
0.5299 UCPD
0.2324 EqualWidth
0.5338 Chi2
0.5620 Zeta
0.5010 PKID
0.4915
Ameva
0.5297 Zeta
0.2189 CAIM
0.5260 CAIM
0.5616 Ameva
0.4986 EqualFrequency 0.4892
Chi2
0.5290 USD
0.2174 FUSINTER
0.5242 EqualWidth
0.5593 Chi2
0.4899 ChiMerge
0.4878
Distance
0.5288 Distance
0.2099 ChiMerge
0.5232 Khiops
0.5570 UCPD
0.4888 EqualWidth
0.4875
Modified Chi2
0.5163 Khiops
0.2038 MODL
0.5205 EqualFrequency 0.5564 Khiops
0.4846 CAIM
0.4870
MODL
0.5131 HDD
0.2030 HellingerBD
0.5111 MODL
0.5564 CACC
0.4746 Ameva
0.4810
EqualFrequency 0.5108 EqualFrequency 0.2016 Chi2
0.5100 USD
0.5458 HellingerBD
0.4736 FFD
0.4809
Khiops
0.5078 HellingerBD
0.1965 Ameva
0.5041 Zeta
0.5457 Modified Chi2
0.4697 Zeta
0.4769
HellingerBD
0.4984 Bayesian
0.1941 USD
0.4943 Ameva
0.5456 MODL
0.4620 HellingerBD
0.4729
CACC
0.4961 MODL
0.1918 HDD
0.4878 ID3
0.5403 EqualFrequency 0.4535 USD
0.4560
EqualWidth
0.4909 MDLP
0.1875 ClusterAnalysis 0.4863 HDD
0.5394 DIBD
0.4431 UCPD
0.4552
(continued)
