Index What is the decision boundary for Naive Bayes? Itâ€™s a (piecewise) quadratic decision boundary for the Gaussian model. The multinomial model has a linear boundary. Below, I plotted some examples: 1) UCI Wine Dataset 2) An XOR toy dataset