Kernel-based error rate estimation for M-ary modulation

In recent years, there has been an increasing interest in applying kernel density estimation technique to estimate the transmission error rate, so as to improve the estimation reliability and the data efficiency. However, most of the previous studies on this topic are limited to binary channels. This paper demonstrates that, by selecting an appropriate decision metric, the kernel-based error rate estimation approaches can be easily extended to other type of channels.