TY - JOUR
T1 - Firm bankruptcy prediction
T2 - Experimental comparison of isotonic separation and other classification approaches
AU - Ryu, Young U.
AU - Yue, Wei T.
PY - 2005/9
Y1 - 2005/9
N2 - A newly introduced method called isotonic separation is evaluated in the prediction of firm bankruptcy. Feature reduction methods are first applied to reduce the ratios used in the prediction. Then, various classification methods, including discriminant analysis, neural networks, decision tree induction, learning vector quantization, rough sets, and isotonic separation, are used with the reduced ratios. Experiments show that the isotonic separation method is a viable technique, performing generally better than other methods for short-term bankruptcy prediction. © 2005 IEEE.
AB - A newly introduced method called isotonic separation is evaluated in the prediction of firm bankruptcy. Feature reduction methods are first applied to reduce the ratios used in the prediction. Then, various classification methods, including discriminant analysis, neural networks, decision tree induction, learning vector quantization, rough sets, and isotonic separation, are used with the reduced ratios. Experiments show that the isotonic separation method is a viable technique, performing generally better than other methods for short-term bankruptcy prediction. © 2005 IEEE.
KW - Bankruptcy prediction
KW - Isotonic separation
KW - Pattern classification
KW - Prediction method
UR - http://www.scopus.com/inward/record.url?scp=27144457062&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-27144457062&origin=recordpage
U2 - 10.1109/TSMCA.2005.843393
DO - 10.1109/TSMCA.2005.843393
M3 - RGC 22 - Publication in policy or professional journal
SN - 1083-4427
VL - 35
SP - 727
EP - 737
JO - IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans
JF - IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans
IS - 5
ER -