For 1 values of 2 and higher, the kernel is rectangular-like more than EMA-like; this can be seen in figure 3.5. These rectangular-like kernels are preferred to the rectangular kernel itself because they fade smoothly rather than abruptly. Abrupt "forgetting" of past events leads to superfluous noise in the operator results.