Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences

Table 15 Precision: Top two by mean rank (mrnk) for three-way comparisons

Data	1^st	mrnk	2^nd	mrnk	N	z	p.value
SAMME
Breast	Anchors	1.40	Ada-WHIPS	1.97	170	3.31	0.0004**
Cardiotocography	Anchors	1.39	Ada-WHIPS	2.09	637	7.89	≈0**
Diabetic retinography	Anchors	1.62	Ada-WHIPS	1.96	344	2.85	0.0022**
Cleveland heart	Anchors	1.16	Ada-WHIPS	2.03	90	3.68	0.0001**
Mental health survey ’16	Anchors	1.83	LORE	1.95	429	1.02	0.1539
SAMME.R
Breast	Anchors	1.35	Ada-WHIPS	2.08	170	4.38	<0.0001**
Cardiotocography	Anchors	1.28	Ada-WHIPS	2.09	637	9.16	≈0**
Diabetic retinography	Anchors	1.50	Ada-WHIPS	1.92	344	3.47	0.0002**
Cleveland heart	Anchors	1.24	Ada-WHIPS	1.90	90	2.77	0.0028**
Mental health survey ’16	Anchors	1.83	Ada-WHIPS	1.84	429	0.08	0.4678

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