Deep Learning Models and Social Governance Guided by Fair Policies

Table 1

MLlib classification and regression-related algorithms.

Problem type	Algorithm
Binary classification	Linear support vector machine (LSVM), logistic regression, decision tree, random forest, gradient descent decision tree (GBDT), and naive Bayes model (NBM)
Multiple classifications	Logistic regression, decision tree, random forest, and NBM
Return	Linear least squares, lasso, ridge regression, decision tree, random forest, GBDT, and isotonic regression