BUPNN: Manifold Learning Regularizer-Based Blood Usage Prediction Neural Network for Blood Centers

Table 2

Details of grid search.

Methods	Abbreviation	Search space	Note
K-nearest neighbor	KNN		,
		Random forest	RF	,
Decision tree	DT			,	,
		Extra tree	ET	,	,
Support vector machine	SVM			,
		Gradient boosting	GB	,	,
MSS  [2, 3, 4, 5, 6, 7]
Multilayer perceptron	MLP	,
		WD  [0.1, 0.2, 0.3, 0.4]
Adaptive boost	ADB	,	,
			\end
Light gradient boosting machine	LGBM	,	,
			\end
Blood usage prediction neural network	BUPNN (ours)		,
			\end