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. 2021 Jun 21;7:e578. doi: 10.7717/peerj-cs.578

Table 1. Suggestion for irrigation.

70:30 ratio of training and testing 5-fold cross validation
Dataset Classifier A Pr Rc F1 A Pr Rc F1
Our sensor
collected data
Naïve Bayes 83.48 82.67 80.95 81.80 83.61 82.77 80.99 81.87
Decision Tree (C4.5) 85.74 85.12 83.81 84.46 85.83 85.19 83.88 84.53
SVM 87.29 86.77 85.42 86.09 87.45 86.85 85.51 86.17
NIT Raipur
Crop dataset
Naïve Bayes 84.37 83.35 82.63 82.99 84.51 83.44 82.68 83.06
Decision Tree (C4.5) 86.15 85.75 83.89 84.81 86.29 85.86 83.95 84.89
SVM 88.05 87.44 86.52 86.98 88.22 87.55 86.59 87.07