Table 7.

“Use the toilet” classification performance.

		Percent Correct						F-Measure
	$|{\mathit{F}}^{\mathit{k}}|$	C4.5	SMO	VP	DT	RF	Best	C4.5	SMO	VP	DT	RF	Best
Classic	14	89.26	88.19	84.91	87.08	91.44	91.44	0.89	0.87	0.84	0.88	0.91	0.91
$\mathcal{A}\mathcal{C}\mathcal{I}\mathcal{X}\mathcal{M}\mathcal{S}\mathcal{U}$	20	80.94	80.12	79.71	76.72	81.76	81.76	0.79	0.78	0.78	0.76	0.80	0.80
$\mathcal{A}\mathcal{C}\mathcal{I}\mathcal{X}\mathcal{M}\mathcal{S}\mathcal{U}$	40	84.82	83.99	84.12	82.90	85.89	85.89	0.85	0.84	0.84	0.83	0.86	0.86
$\mathcal{A}\mathcal{C}\mathcal{I}\mathcal{X}\mathcal{M}\mathcal{S}\mathcal{U}$	60	95.68	96.77	89.73	94.72	96.49	96.77	0.95	0.97	0.90	0.94	0.96	0.97
$\mathcal{A}\mathcal{C}\mathcal{I}\mathcal{X}\mathcal{M}\mathcal{S}\mathcal{U}$	80	94.88	97.72	89.29	94.99	97.03	97.72	0.95	0.98	0.89	0.94	0.97	0.98
$\mathcal{A}\mathcal{C}\mathcal{I}\mathcal{X}\mathcal{M}\mathcal{S}\mathcal{U}$	100	94.88	97.18	89.56	94.99	96.89	97.18	0.95	0.97	0.89	0.94	0.97	0.97
$\mathcal{C}\mathcal{S}\mathcal{M}$	20	80.94	80.12	79.71	76.72	81.76	81.76	0.79	0.78	0.78	0.76	0.80	0.80
$\mathcal{C}\mathcal{S}\mathcal{M}$	40	84.82	83.99	84.12	82.90	85.89	85.89	0.85	0.84	0.84	0.83	0.86	0.86
$\mathcal{C}\mathcal{S}\mathcal{M}$	60	95.68	96.77	89.73	94.72	96.49	96.77	0.95	0.97	0.90	0.94	0.96	0.97
$\mathcal{C}\mathcal{S}\mathcal{M}$	80	94.88	97.72	90.26	94.99	97.57	97.72	0.95	0.98	0.90	0.95	0.97	0.98
$\mathcal{C}\mathcal{S}\mathcal{M}$	100	94.88	97.86	88.32	94.86	97.02	97.86	0.95	0.98	0.88	0.94	0.97	0.98
$\mathcal{S}$	20	80.86	79.52	81.81	80.44	84.77	84.77	0.80	0.79	0.81	0.80	0.85	0.85
$\mathcal{S}$	40	95.54	97.04	91.06	94.59	96.90	97.04	0.95	0.97	0.91	0.94	0.97	0.97
$\mathcal{S}$	60	95.54	97.71	89.31	94.99	96.76	97.71	0.95	0.98	0.89	0.94	0.97	0.98
$\mathcal{S}$	80	95.54	97.30	88.47	94.99	97.02	97.30	0.95	0.97	0.89	0.94	0.97	0.97
$\mathcal{S}$	100	95.54	97.31	88.73	94.72	96.48	97.31	0.95	0.97	0.88	0.94	0.96	0.97