Biomedical Engineering Reference
In-Depth Information
Table 4.15
Sigmoid predictor ranking by MSE for gene
CycE
(
x
4
) in mutated network (Top 10
predictors shown), correct predictor is
x
2
,
x
3
Rank
1 input
2 inputs
3 inputs
4 inputs
Predictor
MSE
Predictor
MSE
Predictor
MSE
Predictor
MSE
1
x
3
0.1540
x
2
,
x
3
0.0014
x
2
,
x
3
,
x
6
0.0252
x
1
,
x
2
,
x
3
,
x
7
0.0013
2
x
2
0.2384
x
2
,
x
6
0.1191
x
2
,
x
3
,
x
5
0.0329
x
2
,
x
3
,
x
5
,
x
8
0.0014
3
x
6
0.3028
x
3
,
x
8
0.1287
x
2
,
x
3
,
x
8
0.0350
x
2
,
x
3
,
x
5
,
x
6
0.0014
4
x
5
0.3538
x
1
,
x
3
0.1542
x
2
,
x
3
,
x
9
0.0597
x
1
,
x
2
,
x
3
,
x
5
0.0015
5
x
9
0.3688
x
3
,
x
6
0.1549
x
2
,
x
3
,
x
7
0.0606
x
1
,
x
2
,
x
3
,
x
9
0.0015
6
x
7
0.3712
x
3
,
x
7
0.1852
x
1
,
x
2
,
x
3
0.0615
x
1
,
x
2
,
x
3
,
x
6
0.0017
7
x
8
0.4165
x
3
,
x
9
0.1872
x
3
,
x
7
,
x
9
0.0915
x
2
,
x
3
,
x
6
,
x
8
0.0017
8
x
1
0.4243
x
1
,
x
2
0.1873
x
3
,
x
5
,
x
7
0.1111
x
2
,
x
3
,
x
7
,
x
9
0.0022
9
x
5
,
x
6
0.1913
x
1
,
x
3
,
x
8
0.1131
x
2
,
x
3
,
x
8
,
x
9
0.0023
10
x
3
,
x
5
0.1915
x
1
,
x
3
,
x
6
0.1176
x
2
,
x
3
,
x
7
,
x
8
0.0023
Table 4.16
Sigmoid predictor ranking by MSE for gene
CycA
(
x
5
) in mutated network (Top 10
Predictors Shown), Correct Predictor is
x
2
,
x
3
,
x
6
,
x
7
,
x
8
Rank
1 input
2 inputs
3 inputs
4 inputs
Predictor
MSE
Predictor
MSE
Predictor
MSE
Predictor
MSE
1
x
3
0.2598
x
2
,
x
6
0.0683
x
2
,
x
6
,
x
8
0.0376
x
2
,
x
3
,
x
6
,
x
8
0.0098
2
x
6
0.2626
x
6
,
x
8
0.0948
x
3
,
x
6
,
x
8
0.0388
x
2
,
x
6
,
x
7
,
x
8
0.0358
3
x
7
0.3031
x
3
,
x
6
0.1008
x
2
,
x
3
,
x
6
0.0397
x
2
,
x
6
,
x
8
,
x
9
0.0368
4
x
2
0.3443
x
3
,
x
7
0.1256
x
2
,
x
6
,
x
7
0.0408
x
3
,
x
6
,
x
7
,
x
8
0.0370
5
x
9
0.3452
x
4
,
x
7
0.1287
x
2
,
x
6
,
x
9
0.0417
x
1
,
x
2
,
x
6
,
x
8
0.0373
6
x
4
0.3531
x
2
,
x
3
0.1300
x
6
,
x
7
,
x
8
0.0657
x
3
,
x
6
,
x
8
,
x
9
0.0380
7
x
8
0.4170
x
4
,
x
6
0.1319
x
1
,
x
2
,
x
6
0.0693
x
2
,
x
4
,
x
6
,
x
9
0.0380
8
x
1
0.4258
x
6
,
x
7
0.1348
x
2
,
x
3
,
x
7
0.0694
x
2
,
x
4
,
x
6
,
x
7
0.0384
9
x
2
,
x
7
0.1439
x
3
,
x
6
,
x
7
0.0703
x
1
,
x
3
,
x
4
,
x
6
0.0385
10
x
3
,
x
4
0.1591
x
1
,
x
3
,
x
6
0.0714
x
1
,
x
3
,
x
6
,
x
8
0.0386
Table 4.17
Sigmoid predictor ranking by MSE for gene
Cdc
20(
x
6
) in mutated network (Top 10
predictors shown), correct predictor is
x
9
Rank
1 input
2 inputs
3 inputs
4 inputs
Predictor
MSE
Predictor
MSE
Predictor
MSE
Predictor
MSE
1
x
9
0.0011
x
1
,
x
9
0.0983
x
2
,
x
4
,
x
9
0.0013
x
1
,
x
3
,
x
5
,
x
9
0.0008
2
x
5
0.3335
x
4
,
x
9
0.0988
x
1
,
x
4
,
x
9
0.0015
x
2
,
x
7
,
x
8
,
x
9
0.0009
3
x
8
0.3757
x
7
,
x
9
0.1288
x
4
,
x
7
,
x
9
0.0015
x
2
,
x
4
,
x
8
,
x
9
0.0009
4
x
3
0.4063
x
2
,
x
9
0.1291
x
7
,
x
8
,
x
9
0.0019
x
3
,
x
4
,
x
5
,
x
9
0.0009
5
x
7
0.4199
x
8
,
x
9
0.1308
x
1
,
x
7
,
x
9
0.0286
x
2
,
x
4
,
x
7
,
x
9
0.0010
6
x
2
0.4220
x
5
,
x
9
0.1574
x
1
,
x
8
,
x
9
0.0288
x
1
,
x
3
,
x
7
,
x
9
0.0010
7
x
4
0.4262
x
3
,
x
9
0.1598
x
2
,
x
7
,
x
9
0.0288
x
1
,
x
3
,
x
4
,
x
9
0.0010
8
x
1
0.4345
x
2
,
x
7
0.2270
x
3
,
x
7
,
x
9
0.0313
x
1
,
x
3
,
x
8
,
x
9
0.0011
9
x
7
,
x
8
0.2467
x
2
,
x
8
,
x
9
0.0319
x
3
,
x
4
,
x
7
,
x
9
0.0011
10
x
3
,
x
7
0.2692
x
5
,
x
8
,
x
9
0.0321
x
2
,
x
5
,
x
8
,
x
9
0.0011
