TY - GEN
T1 - Combining complementary neural network and error-correcting output codes for multiclass classification problems
AU - Promrak, Jairaj
AU - Kraipeerapun, Pawalai
AU - Amornsamankul, Somkid
PY - 2011
Y1 - 2011
N2 - This paper presented an innovative method, combining Complementary Neural Networks (CMTNN) and Error-Correcting Output Codes (ECOC), to solve multiclass classification problem. CMTNN consist of truth neural network and falsity neural network created based on truth and falsity information, respectively. In the experiment, we deal with feed-forward backpropagation neural networks, trained using 10 fold cross-validation method and classified based on minimum distance. The proposed approach has been tested with three benchmark problems: balance, vehicle and nursery from the UCI machine learning repository. We found that our approach provides better performance compared to the existing techniques considering on either CMTNN or ECOC.
AB - This paper presented an innovative method, combining Complementary Neural Networks (CMTNN) and Error-Correcting Output Codes (ECOC), to solve multiclass classification problem. CMTNN consist of truth neural network and falsity neural network created based on truth and falsity information, respectively. In the experiment, we deal with feed-forward backpropagation neural networks, trained using 10 fold cross-validation method and classified based on minimum distance. The proposed approach has been tested with three benchmark problems: balance, vehicle and nursery from the UCI machine learning repository. We found that our approach provides better performance compared to the existing techniques considering on either CMTNN or ECOC.
KW - Complementary neural network
KW - Error-Correcting Output Codes (ECOC)
KW - Feed-forward backpropagation neural network
KW - Multicass classification
UR - https://www.scopus.com/pages/publications/79956134289
M3 - Conference contribution
AN - SCOPUS:79956134289
SN - 9789604742813
T3 - 10th WSEAS International Conference on Applied Computer and Applied Computational Science, ACACOS'11
SP - 49
EP - 54
BT - 10th WSEAS International Conference on Applied Computer and Applied Computational Science, ACACOS'11
T2 - 10th WSEAS International Conference on Applied Computer and Applied Computational Science, ACACOS'11
Y2 - 8 March 2011 through 10 March 2011
ER -