In this thesis discussed about the nonparametric regression model based on local polynomial estimators on gold prices in Indonesia. Local polynomial estimators can be obtained by minimizing Weighted Least Square (WLS), a local polynomial esimator that relies heavily on optimal bandwidth. Optimal bandwidth determination can be obtained using the Generalized Cross Validation (GCV) method. It is f…