TY - GEN
T1 - Improving knowledge acquisition capability of M5' model tree on small datasets
AU - Tsai, Chun Hao
AU - Li, Der Chiang
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/11/23
Y1 - 2015/11/23
N2 - In many small dataset learning tasks, however, owing to the incomplete data structure, the explicit information for decision making is limited. This research aims to learn more information hidden inside the incomplete data by adding more samples to strengthen data structures. Based on the prior knowledge provided by the M5' model tree, the proposed research mechanism generates artificial samples to enhance the crisp data structures. Besides, the ability to handle nominal attributes is also provided in this research, while it is usually lacking in most sample generation approaches. In the experiments, the results show that the knowledge acquisition capability and the predictive accuracies of M5' are improved.
AB - In many small dataset learning tasks, however, owing to the incomplete data structure, the explicit information for decision making is limited. This research aims to learn more information hidden inside the incomplete data by adding more samples to strengthen data structures. Based on the prior knowledge provided by the M5' model tree, the proposed research mechanism generates artificial samples to enhance the crisp data structures. Besides, the ability to handle nominal attributes is also provided in this research, while it is usually lacking in most sample generation approaches. In the experiments, the results show that the knowledge acquisition capability and the predictive accuracies of M5' are improved.
UR - http://www.scopus.com/inward/record.url?scp=84962627054&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84962627054&partnerID=8YFLogxK
U2 - 10.1109/ACIT-CSI.2015.72
DO - 10.1109/ACIT-CSI.2015.72
M3 - Conference contribution
AN - SCOPUS:84962627054
T3 - Proceedings - 3rd International Conference on Applied Computing and Information Technology and 2nd International Conference on Computational Science and Intelligence, ACIT-CSI 2015
SP - 379
EP - 386
BT - Proceedings - 3rd International Conference on Applied Computing and Information Technology and 2nd International Conference on Computational Science and Intelligence, ACIT-CSI 2015
A2 - Tsuchida, Kensei
A2 - Ishii, Naohiro
A2 - Goto, Takaaki
A2 - Takahashi, Satoshi
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Applied Computing and Information Technology and 2nd International Conference on Computational Science and Intelligence, ACIT-CSI 2015
Y2 - 12 July 2015 through 16 July 2015
ER -