Run
582075

Run 582075

Task 7287 (Supervised Classification) adult Uploaded 08-06-2016 by Jan van Rijn
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Flow

weka.SMO_PolyKernel(11)J. Platt: Fast Training of Support Vector Machines using Sequential Minimal Optimization. In B. Schoelkopf and C. Burges and A. Smola, editors, Advances in Kernel Methods - Support Vector Learning, 1998. S.S. Keerthi, S.K. Shevade, C. Bhattacharyya, K.R.K. Murthy (2001). Improvements to Platt's SMO Algorithm for SVM Classifier Design. Neural Computation. 13(3):637-649. Trevor Hastie, Robert Tibshirani: Classification by Pairwise Coupling. In: Advances in Neural Information Processing Systems, 1998.
weka.PolyKernel(9)_E1.0
weka.PolyKernel(9)_C250007
weka.SMO_PolyKernel(11)_C1.0
weka.SMO_PolyKernel(11)_N0
weka.SMO_PolyKernel(11)_L0.001
weka.SMO_PolyKernel(11)_P1.0E-12
weka.SMO_PolyKernel(11)_V-1
weka.SMO_PolyKernel(11)_W1
weka.SMO_PolyKernel(11)_Kweka.classifiers.functions.supportVector.PolyKernel

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

model
Model readable

A human-readable description of the model that was built.

model
Model serialized

A serialized description of the model that can be read by the tool that generated it.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

22 Evaluation measures

Area under ROC curve
0.7662
Per class
Cross-validation details (10-fold Crossvalidation)
Average cost
0.0724
Cross-validation details (10-fold Crossvalidation)
F measure
0.8492
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.5724
Cross-validation details (10-fold Crossvalidation)
KB relative information score
26946.4932
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1448
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.3641
Cross-validation details (10-fold Crossvalidation)
Number of instances
48842
Per class
Cross-validation details (10-fold Crossvalidation)
OS information
[Oracle Corporation, 1.8.0_91, amd64, Linux, 3.10.0-327.13.1.el7.x86_64]
Precision
0.8487
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.8552
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.7939
Cross-validation details (10-fold Crossvalidation)
Recall
0.8552
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.3977
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.4266
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.3805
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.8919
Cross-validation details (10-fold Crossvalidation)
SciMark benchmark
1363.8766
Total cost
3536
Cross-validation details (10-fold Crossvalidation)
UserCPU time millis
1627860
Cross-validation details (10-fold Crossvalidation)
UserCPU time millis testing
130
Cross-validation details (10-fold Crossvalidation)
UserCPU time millis training
1627730
Cross-validation details (10-fold Crossvalidation)