TY - GEN
T1 - Evaluating learning models for a rule evaluation support method based on objective indices
AU - Abe, Hidenao
AU - Tsumoto, Shusaku
AU - Ohsaki, Miho
AU - Yamaguchi, Takahira
PY - 2006
Y1 - 2006
N2 - We present an evaluation of a rule evaluation support method for post-processing of mined results with rule evaluation models based on objective indices in this paper. To reduce the costs of rule evaluation task, which is one of the key procedures in data mining post-processing, we have developed the rule evaluation support method with rule evaluation models, which are obtained with objective indices of mined classification rules and evaluations of a human expert for each rule. Then we have evaluated performances of learning algorithms for constructing rule evaluation models on the meningitis data mining as an actual problem, and ten rule sets from the ten kinds of UCI datasets as an article problem. With these results, we show the availability of our rule evaluation support method.
AB - We present an evaluation of a rule evaluation support method for post-processing of mined results with rule evaluation models based on objective indices in this paper. To reduce the costs of rule evaluation task, which is one of the key procedures in data mining post-processing, we have developed the rule evaluation support method with rule evaluation models, which are obtained with objective indices of mined classification rules and evaluations of a human expert for each rule. Then we have evaluated performances of learning algorithms for constructing rule evaluation models on the meningitis data mining as an actual problem, and ten rule sets from the ten kinds of UCI datasets as an article problem. With these results, we show the availability of our rule evaluation support method.
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U2 - 10.1007/11908029_71
DO - 10.1007/11908029_71
M3 - Conference contribution
AN - SCOPUS:33845239953
SN - 3540476938
SN - 9783540476931
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 687
EP - 695
BT - Rough Sets and Current Trends in Computing - 5th International Conference, RSCTC 2006, Proceedings
PB - Springer Verlag
T2 - 5th International Conference on Rough Sets and Current Trends in Computing, RSCTC 2006
Y2 - 6 November 2006 through 8 November 2006
ER -