Maximum intervalIt refers to the situation in the classification task where the distance between training data is the largest. The hyperplane that satisfies the maximum interval can divide the data into positive and negative categories, and the decision confidence is the largest at this time.

In support vector machines, there are hard margin maximization and soft margin maximization, both of which are strategies for finding the maximum margin.