School 學校 (CityU)CS5487 - Machine Learning: Principles and Practice66.6bQuestion ZHQuestion ZH(b) 對於兩個類別 iii 和 jjj (i≠ji \neq ji=j),證明兩個類別之間的決策邊界(即 gi(x)=gj(x)g_i(x) = g_j(x)gi(x)=gj(x))可以由一個超平面來描述, wTx+b=0,(6.19)w^T x + b = 0, \quad (6.19)wTx+b=0,(6.19) w=Σ−1(μi−μj),b=−12(μi+μj)TΣ−1(μi−μj)+logπiπj(6.20)w = \Sigma^{-1}(\mu_i - \mu_j), \quad b = -\frac{1}{2}(\mu_i + \mu_j)^T \Sigma^{-1} (\mu_i - \mu_j) + \log \frac{\pi_i}{\pi_j} \quad (6.20)w=Σ−1(μi−μj),b=−21(μi+μj)TΣ−1(μi−μj)+logπjπi(6.20)