A new wavelet kernel function network (WKFN) was proposed as an alternative
of support vector machine (SVM). Simulation experiments show that the perf
ormance of approximation and recognition of WKFN is equal, to that of the c
orresponding SVM, hut gets an advantage over that of a general neural netwo
rk.