StAM Report: Prediction of ADENO (explorative) - beta 0.1, 0.9



Information on Evaluation

Total number of samples: 156
Training samples: 156 ( 139 from ADENO, 17 from NORMAL )
Test samples: 156 ( 139 from ADENO, 17 from NORMAL )
Focus on class: ADENO
Data frm chip: hgu95av2
Start node: GO:0008150 ( biological_process )


Annotation Information

Chip annotations for: hgu95av2
Chip data package: data package version 1.5.1
Mon May 10 11:12:58 2004
GO data package: GO package version 1.5.1
Mon May 10 11:46:39 2004
Root node chosen: GO:0008150 ( biological_process )
Number of probesets
on the chip:
12625
Probesets annotated
below GO:0008150 :
8679
Number of nodes
with direct annotations:
1359
Total number of nodes: 2204


Information on Cross Validation

Number of samples: 156
Number of classes: 2
Class weights: 'ADENO': 0.1 'NORMAL': 0.9
Class prior: 'ADENO':0.891 'NORMAL':0.109
Shrinkage candidates: 0, 0.135, 0.271, 0.406, 0.541, 0.677, 0.812, 0.947, 1.083, 1.218, 1.353, 1.489, 1.624, 1.759, 1.895, 2.03, 2.165, 2.301, 2.436, 2.571, 2.707, 2.842, 2.977, 3.113, 3.248, 3.384, 3.519, 3.654, 3.79, 3.925


Cross validated performance


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 Root.error.rateRoot.performanceMean.redundancyNodesGenes
00.012820.957612.44726648142
0.1350.012820.950052.449096648142
0.2710.012820.941652.451326648142
0.4060.012820.932242.453966648142
0.5410.012820.921612.45736648142
0.6770.012820.909582.465776618142
0.8120.012820.896282.477866568136
0.9470.012820.881262.488696518128
1.0830.012820.864632.500676468123
1.2180.012820.846632.536056258118
1.3530.012820.826982.5626078081
1.4890.012820.80452.597575818074
1.6240.012820.778382.616415648066
1.7590.012820.752122.637825328040
1.8950.012820.72262.712134938015
2.030.012820.691762.756414647997
2.1650.012820.663952.796724377971
2.3010.012820.629592.832294187897
2.4360.012820.590962.933713797771
2.5710.012820.54753.007823507666
2.7070.012820.498653.021773337486
2.8420.012820.454023.128352927347
2.9770.019230.408693.167532617180
3.1130.019230.343383.22792236995
3.2480.019230.287653.3152026725
3.3840.019230.232313.703531424919
3.5190.012820.193294.230731053195
3.6540.012820.1644.31064812865
3.790.012820.163575.06415461856


Information on Model Fit


Performance vs. redundancy


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 Best DeltaRoot Error RatePerformanceRedundancy#Nodes#Genes
000.01280.95762.44726648142
0.10.54140.01280.92162.45736648142
0.21.08270.01280.86462.50076468123
0.31.75940.01280.75212.63785328040
0.43.24820.01920.28773.3152026725
0.53.24820.01920.28773.3152026725
0.63.24820.01920.28773.3152026725
0.73.38350.01920.23233.70351424919
0.83.65420.01280.1644.3106812865
0.93.65420.01280.1644.3106812865
13.78950.01280.16365.0642461856


Fit for D = 3.6542

Number of classes: 2
Class weights: 'ADENO': 0.1 'NORMAL': 0.9
Class prior: 'ADENO':0.891 'NORMAL':0.109
Chosen shrinkage level: 3.654
(by accepting the system default (after consulting weighting alternatives) )
Number of nodes left 81
Number of accessible genes 2865

Shrunken prediction graph

Hover over a node to see its description, click on it to view its detailed results.


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Nodewise evaluation


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Information on Predictions

Number of samples: 156 (139 from ADENO, 17 from NORMAL)
Classes: ADENO, NORMAL


Illustration of Performance on testdata

Nodewise evaluation


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Prediction image

Hover over a node description to see its ID, click on it to see detailed results.


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Details on Nodes


GO:0008150

biological_process

Biological
Process

Parent node

8 child nodes

Performance on training data

 SensitivitySpecificity
ADENO0.985611
NORMAL10.98561

Performance on test data

 SensitivitySpecificity
ADENO0.985611
NORMAL10.98561

Predictions

 ClassADENONORMALPredictionn
CL2001031608AA (testset)ADENO0.938990.06101 ADENO
CL2001031611AA (testset)ADENO0.994340.00566 ADENO
CL2001031612AA (testset)ADENO0.838120.16188 ADENO
CL2001031613AA (testset)ADENO0.753740.24626 ADENO
CL2001031615AA (testset)ADENO0.998250.00175 ADENO
CL2001031616AA (testset)ADENO0.993380.00662 ADENO
CL2001031618AA (testset)ADENO0.988760.01124 ADENO
CL2001031622AA (testset)ADENO0.997230.00277 ADENO
CL2001031625AA (testset)ADENO0.993470.00653 ADENO
CL2001031627AA (testset)ADENO0.988160.01184 ADENO
CL2001031628AA (testset)ADENO0.9750.025 ADENO
CL2001031629AA (testset)ADENO0.99810.0019 ADENO
CL2001031630AA (testset)ADENO0.997890.00211 ADENO
CL2001031631AA (testset)ADENO0.998860.00114 ADENO
CL2001031632AA (testset)ADENO0.994630.00537 ADENO
CL2001031634AA (testset)ADENO0.968430.03157 ADENO
CL2001031635AA (testset)ADENO0.976950.02305 ADENO
CL2001031636AA (testset)ADENO0.989290.01071 ADENO
CL2001032002AA (testset)ADENO0.995640.00436 ADENO
CL2001032005AA (testset)ADENO0.998660.00134 ADENO
CL2001032008AA (testset)ADENO0.998330.00167 ADENO
CL2001032009AA (testset)ADENO0.997170.00283 ADENO
CL2001032011AA (testset)ADENO0.911680.08832 ADENO
CL2001032012AA (testset)ADENO0.878390.12161 ADENO
CL2001032013AA (testset)ADENO0.969090.03091 ADENO
CL2001032015AA (testset)ADENO0.768060.23194 ADENO
CL2001032016AA (testset)ADENO0.990680.00932 ADENO
CL2001032019AA (testset)ADENO0.983750.01625 ADENO
CL2001032020AA (testset)ADENO0.988440.01156 ADENO
CL2001032025AA (testset)ADENO0.994570.00543 ADENO
CL2001032026AA (testset)ADENO0.995880.00412 ADENO
CL2001032027AA (testset)ADENO0.94970.0503 ADENO
CL2001032030AA (testset)ADENO0.996730.00327 ADENO
CL2001032031AA (testset)ADENO0.981390.01861 ADENO
CL2001032032AA (testset)ADENO0.957840.04216 ADENO
CL2001032034AA (testset)ADENO0.540130.45987 ADENO
CL2001032036AA (testset)ADENO0.934950.06505 ADENO
CL2001032103AA (testset)ADENO0.987470.01253 ADENO
CL2001032104AA (testset)ADENO0.979080.02092 ADENO
CL2001032105AA (testset)ADENO0.997990.00201 ADENO
CL2001032107AA (testset)ADENO0.997190.00281 ADENO
CL2001032108AA (testset)ADENO0.985280.01472 ADENO
CL2001032109AA (testset)ADENO0.955920.04408 ADENO
CL2001032110AA (testset)ADENO0.956490.04351 ADENO
CL2001032111AA (testset)ADENO0.952360.04764 ADENO
CL2001032113AA (testset)ADENO0.999030.00097 ADENO
CL2001032114AA (testset)ADENO0.989140.01086 ADENO
CL2001032115AA (testset)ADENO0.994960.00504 ADENO
CL2001032116AA (testset)ADENO0.99650.0035 ADENO
CL2001032117AA (testset)ADENO0.983580.01642 ADENO
CL2001032125AA (testset)ADENO0.989680.01032 ADENO
CL2001032130AA (testset)ADENO0.981090.01891 ADENO
CL2001032132AA (testset)ADENO0.96030.0397 ADENO
CL2001032134AA (testset)ADENO0.892930.10707 ADENO
CL2001032135AA (testset)ADENO0.94310.0569 ADENO
CL2001032136AA (testset)ADENO0.976210.02379 ADENO
CL2001032138AA (testset)ADENO0.959360.04064 ADENO
CL2001032141AA (testset)ADENO0.994130.00587 ADENO
CL2001032142AA (testset)ADENO0.969210.03079 ADENO
CL2001032149AA (testset)ADENO0.949620.05038 ADENO
CL2001032155AA (testset)ADENO0.189640.81036 NORMAL
CL2001032156AA (testset)ADENO0.93880.0612 ADENO
CL2001032211AA (testset)ADENO0.998020.00198 ADENO
CL2001032212AA (testset)ADENO0.99840.0016 ADENO
CL2001032213AA (testset)ADENO0.949910.05009 ADENO
CL2001032214AA (testset)ADENO0.786510.21349 ADENO
CL2001032229AA (testset)ADENO0.995410.00459 ADENO
CL2001032232AA (testset)ADENO0.971870.02813 ADENO
CL2001032233AA (testset)ADENO0.996080.00392 ADENO
CL2001032241AA (testset)ADENO0.964540.03546 ADENO
CL2001032242AA (testset)ADENO0.992460.00754 ADENO
CL2001032243AA (testset)ADENO0.964640.03536 ADENO
CL2001032248AA (testset)ADENO0.998770.00123 ADENO
CL2001032249AA (testset)ADENO0.980280.01972 ADENO
CL2001032252AA (testset)ADENO0.978830.02117 ADENO
CL2001032254AA (testset)ADENO0.988180.01182 ADENO
CL2001032255AA (testset)ADENO0.99730.0027 ADENO
CL2001032259AA (testset)ADENO0.985480.01452 ADENO
CL2001032301AA (testset)ADENO0.98980.0102 ADENO
CL2001032306AA (testset)ADENO0.988670.01133 ADENO
CL2001032307AA (testset)ADENO0.664460.33554 ADENO
CL2001032308AA (testset)ADENO0.993370.00663 ADENO
CL2001032309AA (testset)ADENO0.997190.00281 ADENO
CL2001032310AA (testset)ADENO0.997960.00204 ADENO
CL2001032311AA (testset)ADENO0.997710.00229 ADENO
CL2001032312AA (testset)ADENO0.991360.00864 ADENO
CL2001032313AA (testset)ADENO0.997140.00286 ADENO
CL2001032314AA (testset)ADENO0.987940.01206 ADENO
CL2001032316AA (testset)ADENO0.990640.00936 ADENO
CL2001032601AA (testset)ADENO0.998210.00179 ADENO
CL2001032602AA (testset)ADENO0.996750.00325 ADENO
CL2001032604AA (testset)ADENO0.996470.00353 ADENO
CL2001032610AA (testset)ADENO0.996880.00312 ADENO
CL2001032612AA (testset)ADENO0.989610.01039 ADENO
CL2001032613AA (testset)ADENO0.995720.00428 ADENO
CL2001032614AA (testset)ADENO0.999020.00098 ADENO
CL2001032616AA (testset)ADENO0.995380.00462 ADENO
CL2001032617AA (testset)ADENO0.9980.002 ADENO
CL2001032620AA (testset)ADENO0.995780.00422 ADENO
CL2001032625AA (testset)ADENO0.998920.00108 ADENO
CL2001032628AA (testset)ADENO0.997180.00282 ADENO
CL2001032638AA (testset)ADENO0.980150.01985 ADENO
CL2001032640AA (testset)ADENO0.996370.00363 ADENO
CL2001032643AA (testset)ADENO0.993540.00646 ADENO
CL2001032647AA (testset)ADENO0.924550.07545 ADENO
CL2001032701AA (testset)ADENO0.989290.01071 ADENO
CL2001032702AA (testset)ADENO0.978730.02127 ADENO
CL2001032703AA (testset)ADENO0.975920.02408 ADENO
CL2001032704AA (testset)ADENO0.969220.03078 ADENO
CL2001032706AA (testset)ADENO0.981860.01814 ADENO
CL2001032709AA (testset)ADENO0.995810.00419 ADENO
CL2001032716AA (testset)ADENO0.980320.01968 ADENO
CL2001032717AA (testset)ADENO0.995050.00495 ADENO
CL2001032729AA (testset)ADENO0.992620.00738 ADENO
CL2001032730AA (testset)ADENO0.998160.00184 ADENO
CL2001032733AA (testset)ADENO0.989690.01031 ADENO
CL2001032738AA (testset)ADENO0.995530.00447 ADENO
CL2001032742AA (testset)ADENO0.991190.00881 ADENO
CL2001032746AA (testset)ADENO0.996180.00382 ADENO
CL2001032747AA (testset)ADENO0.992440.00756 ADENO
CL2001032833AA (testset)ADENO0.995140.00486 ADENO
CL2001032836AA (testset)ADENO0.998210.00179 ADENO
CL2001032838AA (testset)ADENO0.992260.00774 ADENO
CL2001032839AA (testset)ADENO0.98720.0128 ADENO
CL2001032841AA (testset)ADENO0.996150.00385 ADENO
CL2001032842AA (testset)ADENO0.998740.00126 ADENO
CL2001032843AA (testset)ADENO0.99720.0028 ADENO
CL2001032845AA (testset)ADENO0.986960.01304 ADENO
CL2001032846AA (testset)ADENO0.99080.0092 ADENO
CL2001032848AA (testset)ADENO0.009220.99078 NORMAL
CL2001032856AA (testset)ADENO0.992750.00725 ADENO
CL2001032857AA (testset)ADENO0.98870.0113 ADENO
CL2001040305AA (testset)ADENO0.999080.00092 ADENO
CL2001040306AA (testset)ADENO0.99310.0069 ADENO
CL2001041708AA (testset)ADENO0.996080.00392 ADENO
CL2001041711AA (testset)ADENO0.990960.00904 ADENO
CL2001041716AA (testset)ADENO0.873370.12663 ADENO
CL2001042505AA (testset)ADENO0.996250.00375 ADENO
CL2001042506AA (testset)ADENO0.814650.18535 ADENO
CL2001032010AA (testset)NORMAL0.062890.93711 NORMAL
CL2001032041AA (testset)NORMAL0.063990.93601 NORMAL
CL2001032043AA (testset)NORMAL0.004980.99502 NORMAL
CL2001032045AA (testset)NORMAL0.034150.96585 NORMAL
CL2001032046AA (testset)NORMAL0.038120.96188 NORMAL
CL2001032102AA (testset)NORMAL0.006630.99337 NORMAL
CL2001032128AA (testset)NORMAL0.030920.96908 NORMAL
CL2001032147AA (testset)NORMAL0.007290.99271 NORMAL
CL2001032202AA (testset)NORMAL0.002750.99725 NORMAL
CL2001032206AA (testset)NORMAL0.064850.93515 NORMAL
CL2001032220AA (testset)NORMAL0.011160.98884 NORMAL
CL2001032256AA (testset)NORMAL0.280960.71904 NORMAL
CL2001032304AA (testset)NORMAL0.110180.88982 NORMAL
CL2001032718AA (testset)NORMAL0.006270.99373 NORMAL
CL2001032724AA (testset)NORMAL0.2430.757 NORMAL
CL2001032725AA (testset)NORMAL0.012940.98706 NORMAL
CL2001032727AA (testset)NORMAL0.014820.98518 NORMAL

 


Generated by StAM on Tue Sep 7 18:10:12 2004