In the computer experiment described in Section 10.21, we used the optimal manifold (for the unsupervised representation of data) and the least-mean-square (LMS) algorithm to perform pattern classification. The data used for the classification was based on a specific setting of the two-moon configuration depicted in Fig. 1.8.
(a) Repeat the computer experiment of Section 10.21, this time using the recursive leastsquares (RLS) algorithm in place of the LMS algorithm.
(b) Contrast the results of your experiment against those of Section 10.21 in terms of performance convergence, and computational complexity.
Figure 1.8
