High-order dynamic Bayesian Network learning with hidden common causes for causal gene regulatory network

BMC Bioinformatics

Table 10 Mean and standard deviation of links and delays F-scores of case III using multiple short time series with the proposed algorithm with D-CLINDE

n	n _h	p _bias	K	LF mean	LF s.d.	DF mean	DF s.d.
50	5	0.65	4	0.373	0.033	0.368	0.031
			8	0.426	0.032	0.421	0.031
			16	0.630	0.028	0.628	0.027
			32	0.740	0.019	0.734	0.018
			40	0.771	0.023	0.763	0.023
			48	0.763	0.027	0.760	0.026
			56	0.785	0.023	0.782	0.023
			64	0.802	0.027	0.789	0.028
		0.75	4	0.382	0.036	0.374	0.035
			8	0.689	0.029	0.683	0.029
			16	0.752	0.031	0.749	0.031
			32	0.869	0.032	0.869	0.033
			40	0.923	0.033	0.923	0.033
			48	0.898	0.032	0.898	0.032
			56	0.919	0.022	0.919	0.022
			64	0.887	0.023	0.887	0.023
		0.85	4	0.352	0.048	0.351	0.048
			8	0.499	0.051	0.498	0.050
			16	0.673	0.056	0.672	0.057
			32	0.808	0.049	0.807	0.048
			40	0.850	0.042	0.849	0.042
			48	0.832	0.041	0.831	0.040
			56	0.870	0.035	0.867	0.035
			64	0.890	0.025	0.890	0.025
100	10	0.65	4	0.312	0.029	0.309	0.029
			8	0.448	0.025	0.444	0.025
			16	0.604	0.027	0.599	0.028
			32	0.747	0.029	0.738	0.029
			40	0.789	0.025	0.784	0.025
			48	0.811	0.022	0.806	0.021
			56	0.801	0.026	0.795	0.026
			64	0.844	0.024	0.840	0.025
		0.75	4	0.365	0.022	0.362	0.022
			8	0.552	0.025	0.551	0.025
			16	0.678	0.023	0.673	0.023
			32	0.813	0.030	0.808	0.029
			40	0.848	0.022	0.848	0.022
			48	0.848	0.023	0.848	0.023
			56	0.862	0.019	0.861	0.019
			64	0.849	0.021	0.849	0.021
		0.85	4	0.462	0.031	0.460	0.031
			8	0.584	0.025	0.584	0.025
			16	0.708	0.029	0.708	0.029
			32	0.769	0.023	0.769	0.023
			40	0.833	0.031	0.829	0.031
			48	0.805	0.036	0.801	0.036
			56	0.817	0.030	0.813	0.030
			64	0.818	0.031	0.814	0.031

The results are on the incomplete data, using replicate 1 for each setting of n, p _bias and K, with 100 random orders in clustering the candidates. LF is the Links F-score, and DF is the Delays F-score.

ISSN: 1471-2105