Table 2.

Classification rates on the O'Sullivan dataset for the different classification approaches discussed in this contribution.

	Subject	Dense SR	Sparse SR	Dense LOOCV encoding	Sparse LOOCV encoding	Adaptive encoding	CCA
Attend Right	1	86.21	93.10	86.21	89.66	100	97.86
	2	86.67	90.00	70.00	70.00	95.45	98.32
	3	96.67	100.00	86.67	86.67	100.00	97.93
	4	90.00	90.00	80.00	76.67	86.36	98.33
	5	90.00	96.67	90.00	93.33	95.45	98.03
	6	70.00	86.67	60.00	70.00	100.00	97.83
	Avg	86.59	92.74	78.81	81.05	96.21	98.05
Attend Left	7	80.00	86.67	63.33	73.33	100.00	98.33
	8	93.33	90.00	76.67	80.00	95.45	97.70
	9	80.00	80.00	73.33	73.33	95.45	97.08
	10	80.00	90.00	73.33	76.67	81.82	96.90
	11	76.67	80.00	66.67	83.33	95.45	98.25
	12	100.00	100.00	83.33	86.67	100.00	98.32
	Avg	85.00	87.78	72.78	78.89	94.70	97.76
Total avg		85.80	90.26	75.80	79.97	95.45	97.91