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. 2023 Feb 10;18(2):e0277073. doi: 10.1371/journal.pone.0277073

Table 1. Search for the best regressor algorithm for training.

Model Regressor r2
1 LinearRegression 0.7706
2 Ridge 0.7823
3 Lasso 0.1625
4 ElasticNet 0.7556
5 BayesianRidge 0.7685
6 SGDRegressor 0.7542
7 KNearestNeighborRegressor 0.5791
8 SVR 0.9141
9 NuSVR 0.9103
10 LinearSVR 0.7275
11 DecisionTreeRegressor 1.0
12 RandomForestRegressor 0.9112
13 MLPRegressor 0.9405