An Overlapping Cell Image Synthesis Method for Imbalance Data

Table 5

The results with the range of parameters in a classifier.

Adaboost		Accuracy	G-mean	RandomForest	Accuracy	G-mean
Iteration number	Learning rate			Iteration number
50	1	0.6327	0.4080	10	0.8016	0.7885
80	1	0.6485	0.5595	30	0.8142	0.8022
100	1	0.6354	0.5609	40	0.8977	0.8951 0.8935
120	1	0.5902	0.5255	50	0.8935	0.8914
150	1	0.5849	0.4602	60	0.8973	0.8948
80	0.8	0.7045	0.6241	80	0.8928	0.8894
80	0.7	0.7406	0.6214	100	0.8940	0.8916
80	0.6	0.7232	0.5777	120	0.8249	0.8157
80	0.5	0.7682	0.6260	150	0.8949	0.8923
80	0.4	0.7767	0.6601	200	0.8937	0.8910