supported by National Natural Science Foundation of China(Grant Nos.11271361 and 70921061);the CAS/SAFEA International Partnership Program for Creative Research Teams,Major International(Regional)Joint Research Project(Grant No.71110107026);the Ministry of Water Resources Special Funds for Scientific Research on Public Causes(Grant No.201301094);Hong Kong Polytechnic University(Grant No.B-Q10D)
We improve the twin support vector machine(TWSVM)to be a novel nonparallel hyperplanes classifier,termed as ITSVM(improved twin support vector machine),for binary classification.By introducing the diferent Lagrangian ...