Table 2. Sensitivity and specificity, as a measure of performance of eLasso. Data is simulated under various conditions (s_size, n_nodes, connectedness (p (probability of a connection), pa (preferential attachment), pr (probability of rewiring)) when the AND-rule and γ = .25 is applied. For networks with 100 nodes, deviating levels of connectedness are displayed between brackets. Results of applying eLasso with the OR-rule and γ = 0 are displayed between brackets.

			Random			Scale-free			Small world
ssize	nnodes		p = .1(.05)	p = .2(.10)	p = .3(.15)	pa = 1	pa = 2(1.25)	pa = 3(1.5)	pr = .1	pr = .5	pr = 1
100	10	SEN	0.256 (0.348)	0.241 (0.395)	0.229 (0.409)	0.221 (0.363)	0.184 (0.380)	0.172 (0.397)	0.253 (0.458)	0.257 (0.412)	0.260 (0.434)
		SPE	0.997 (0.968)	0.996 (0.950)	0.991 (0.929)	0.997 (0.953)	0.994 (0.958)	0.997 (0.969)	0.989 (0.893)	0.988 (0.912)	0.987 (0.907)
	20	SEN	0.183 (0.324)	0.166 (0.339)	0.173 (0.339)	0.168 (0.315)	0.104 (0.288)	0.074 (0.305)	0.188 (0.359)	0.189 (0.349)	0.168 (0.342)
		SPE	0.998 (0.976)	0.997 (0.961)	0.991 (0.933)	0.998 (0.978)	0.998 (0.986)	0.999 (0.987)	0.997 (0.960)	0.995 (0.962)	0.997 (0.958)
	30	SEN	0.146 (0.295)	0.128 (0.307)	0.118 (0.242)	0.146 (0.269)	0.064 (0.186)	0.044 (0.126)	0.160 (0.328)	0.147 (0.287)	0.144 (0.305)
		SPE	0.999 (0.982)	0.996 (0.956)	0.982 (0.922)	0.999 (0.986)	0.999 (0.99)	0.999 (0.991)	0.999 (0.976)	0.999 (0.978)	0.999 (0.976)
	100	SEN	0.080 (0.186)	0.056 (0.132)	0.031 (0.134)	0.081 (0.185)	0.067 (0.139)	0.040 (0.085)	0.121 (0.238)	0.087 (0.205)	0.092 (0.195)
		SPE	1.000 (0.995)	0.990 (0.962)	0.983 (0.904)	1.000 (0.997)	1.0000 (0.997)	1.000 (0.998)	1.000 (0.995)	1.000 (0.995)	1.000 (0.995)
500	10	SEN	0.550 (0.649)	0.551 (0.672)	0.617 (0.704)	0.561 (0.687)	0.501 (0.713)	0.499 (0.734)	0.650 (0.726)	0.628 (0.765)	0.623 (0.757)
		SPE	0.998 (0.975)	0.993 (0.945)	0.982 (0.922)	0.996 (0.957)	0.997 (0.958)	0.995 (0.966)	0.953 (0.879)	0.964 (0.869)	0.964 (0.862)
	20	SEN	0.539 (0.633)	0.537 (0.678)	0.527 (0.643)	0.492 (0.613)	0.364 (0.619)	0.302 (0.557)	0.569 (0.691)	0.538 (0.665)	0.538 (0.676)
		SPE	0.998 (0.976)	0.989 (0.944)	0.971 (0.904)	0.998 (0.980)	0.999 (0.985)	0.999 (0.990)	0.992 (0.945)	0.989 (0.945)	0.990 (0.945)
	30	SEN	0.508 (0.637)	0.498 (0.620)	0.298 (0.470)	0.461 (0.598)	0.260 (0.465)	0.247 (0.391)	0.536 (0.662)	0.505 (0.639)	0.504 (0.628)
		SPE	0.997 (0.977)	0.984 (0.939)	0.964 (0.879)	0.999 (0.985)	0.999 (0.992)	0.999 (0.994)	0.996 (0.969)	0.996 (0.965)	0.995 (0.965)
	100	SEN	0.416 (0.537)	0.189 (0.336)	0.091 (0.164)	0.372 (0.498)	0.311 (0.420)	0.174 (0.289)	0.481 (0.600)	0.433 (0.554)	0.428 (0.558)
		SPE	0.999 (0.989)	0.982 (0.932)	0.964 (0.913)	1.000 (0.996)	1.000 (0.997)	1.000 (0.998)	0.999 (0.992)	0.999 (0.992)	0.999 (0.992)
1000	10	SEN	0.726 (0.794)	0.671 (0.752)	0.710 (0.783)	0.662 (0.756)	0.620 (0.781)	0.622 (0.818)	0.738 (0.814)	0.751 (0.814)	0.758 (0.820)
		SPE	0.998 (0.974)	0.993 (0.950)	0.979 (0.921)	0.994 (0.952)	0.992 (0.966)	0.995 (0.974)	0.954 (0.862)	0.957 (0.867)	0.956 (0.869)
	20	SEN	0.666 (0.752)	0.665 (0.784)	0.630 (0.770)	0.599 (0.736)	0.533 (0.699)	0.431 (0.709)	0.680 (0.776)	0.664 (0.764)	0.681 (0.772)
		SPE	0.998 (0.976)	0.987 (0.936)	0.968 (0.886)	0.998 (0.977)	0.999 (0.984)	0.999 (0.987)	0.991 (0.946)	0.990 (0.938)	0.988 (0.938)
	30	SEN	0.658 (0.736)	0.603 (0.710)	0.420 (0.583)	0.578 (0.699)	0.389 (0.566)	0.340 (0.545)	0.669 (0.752)	0.663 (0.738)	0.661 (0.740)
		SPE	0.996 (0.974)	0.982 (0.931)	0.956 (0.870)	0.999 (0.985)	0.999 (0.991)	0.999 (0.993)	0.995 (0.966)	0.993 (0.963)	0.994 (0.961)
	100	SEN	0.572 (0.671)	0.286 (0.427)	0.125 (0.199)	0.519 (0.624)	0.409 (0.544)	0.284 (0.351)	0.636 (0.713)	0.579 (0.679)	0.593 (0.680)
		SPE	0.999 (0.987)	0.979 (0.919)	0.957 (0.908)	1.000 (0.996)	1.000 (0.997)	1.000 (0.998)	0.999 (0.991)	0.999 (0.991)	0.999 (0.991)
2000	10	SEN	0.711 (0.808)	0.775 (0.830)	0.810 (0.842)	0.746 (0.842)	0.728 (0.870)	0.712 (0.891)	0.821 (0.880)	0.829 (0.864)	0.822 (0.866)
		SPE	0.996 (0.986)	0.994 (0.951)	0.983 (0.921)	0.996 (0.955)	0.995 (0.967)	0.993 (0.968)	0.956 (0.871)	0.960 (0.873)	0.946 (0.846)
	20	SEN	0.741 (0.804)	0.770 (0.838)	0.754 (0.840)	0.691 (0.805)	0.624 (0.769)	0.566 (0.754)	0.793 (0.837)	0.769 (0.836)	0.762 (0.844)
		SPE	0.997 (0.977)	0.987 (0.942)	0.962 (0.876)	0.998 (0.977)	0.998 (0.984)	0.999 (0.988)	0.988 (0.942)	0.987 (0.936)	0.986 (0.932)
	30	SEN	0.756 (0.808)	0.740 (0.808)	0.529 (0.656)	0.698 (0.807)	0.483 (0.712)	0.430 (0.612)	0.772 (0.837)	0.762 (0.818)	0.754 (0.825)
		SPE	0.996 (0.974)	0.974 (0.917)	0.944 (0.851)	0.999 (0.984)	0.999 (0.990)	0.999 (0.993)	0.994 (0.963)	0.992 (0.961)	0.993 (0.959)
	100	SEN	0.688 (0.767)	0.385 (0.539)	0.160 (0.250)	0.648 (0.736)	0.548 (0.607)	0.349 (0.398)	0.738 (0.793)	0.708 (0.776)	0.703 (0.777)
		SPE	0.998 (0.986)	0.973 (0.906)	0.954 (0.895)	1.000 (0.996)	1.000 (0.997)	1.000 (0.998)	0.999 (0.991)	0.999 (0.990)	0.999 (0.990)