Table 2.

Comparison of prediction performance between AR-LSBP, GP-LSBP and ind-LSBP.

Nmiss	Average log-likelihood
	AR-LSBP		GP-LSBP		ind-LSBP
	VB	MCMC	VB	MCMC	VB	MCMC
1	−3.948	−1.975	−4.102	−2.123	−21.194	−2.641
2	−4.211	−2.241	−4.526	−2.473	−27.195	−3.077
3	−4.468	−2.573	−4.718	−2.652	−27.776	−3.507
4	−4.882	−2.740	−5.133	−3.108	−26.682	−3.963
5	−5.801	−3.014	−5.987	−3.521	−31.217	−4.316
Nmiss	Accuracy rate of segmentation
	AR-LSBP		GP-LSBP		ind-LSBP
	VB	MCMC	VB	MCMC	VB	MCMC
1	0.9792	0.9794	0.9767	0.9758	0.7165	0.9545
2	0.9787	0.9786	0.9761	0.9754	0.6669	0.9581
3	0.9787	0.9785	0.9763	0.9752	0.6458	0.9379
4	0.9780	0.9783	0.9752	0.9740	0.6647	0.9274
5	0.9763	0.9770	0.9741	0.9633	0.6131	0.9066