Improvement of the Parzen classifier in small training sample size situations
Yoshihiko Muto, Yoshihiko Hamamoto · Intelligent Data Analysis · 2001
In this paper, we discuss the improvement of the generalization ability of Parzen classifiers, in small sample, high-dimensional setting. When the sizes of samples per class are much unequal, the performance of the Parzen classifier is further degrad