Comparison of decision tree with common machine learning models for prediction of biguanide and sulfonylurea poisoning in the United States: an analysis of the National Poison Data System

Table 4 Confusion matrice of ML models used in comparative analysis

Prediction true	Models	Biguanides	Sulfonylurea
Biguanides	Ada	3184	152
	DT	3214	122
	SGD	3205	131
	SVM_linear	3210	126
	MLP	3177	159
	Gradient Boosting	3233	103
	Light Gradient Boosting	3185	151
	Voting-ensemble	3244	92
	Bagging ensemble	3246	90
	Stacking ensemble	3247	89
Sulfonylurea	Ada	262	2585
	DT	290	2557
	SGD	596	2251
	SVM_linear	295	2552
	MLP	246	2601
	Gradient Boosting	281	2566
	Light Gradient Boosting	257	2590
	Voting-ensemble	298	2549
	Bagging ensemble	305	2542
	Stacking ensemble	303	2544

DT Decision tree, MLP Multi layers perceptron, SGD Stochastic gradient descent, Adaboosting classiefier, SVM_linear: linear support vector machine

ISSN: 1472-6947