Run
196146

Run 196146

Task 4186 (Supervised Classification) isolet Uploaded 26-02-2015 by Joaquin Vanschoren
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Flow

weka.SMO_PolyKernel(10)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(8)_E1.0
weka.PolyKernel(8)_C250007
weka.SMO_PolyKernel(10)_C1.0
weka.SMO_PolyKernel(10)_N0
weka.SMO_PolyKernel(10)_L0.001
weka.SMO_PolyKernel(10)_P1.0E-12
weka.SMO_PolyKernel(10)_V-1
weka.SMO_PolyKernel(10)_W1
weka.SMO_PolyKernel(10)_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
0.9978
Per class
Cross-validation details (10 times 10-fold Crossvalidation)
F measure
0.9679
Per class
Cross-validation details (10 times 10-fold Crossvalidation)
Kappa
0.9666
Cross-validation details (10 times 10-fold Crossvalidation)
KB relative information score
16532.3111
Cross-validation details (10 times 10-fold Crossvalidation)
Mean absolute error
0.071
Cross-validation details (10 times 10-fold Crossvalidation)
Mean prior absolute error
0.074
Cross-validation details (10 times 10-fold Crossvalidation)
Number of instances
77970
Per class
Cross-validation details (10 times 10-fold Crossvalidation)
OS information
[Oracle Corporation, 1.7.0_75, amd64, Linux, 3.16.0-29-generic]
Precision
0.9681
Per class
Cross-validation details (10 times 10-fold Crossvalidation)
Predictive accuracy
0.9679
Cross-validation details (10 times 10-fold Crossvalidation)
Prior entropy
4.7004
Cross-validation details (10 times 10-fold Crossvalidation)
Recall
0.9679
Per class
Cross-validation details (10 times 10-fold Crossvalidation)
Relative absolute error
0.9602
Cross-validation details (10 times 10-fold Crossvalidation)
Root mean prior squared error
0.1923
Cross-validation details (10 times 10-fold Crossvalidation)
Root mean squared error
0.1859
Cross-validation details (10 times 10-fold Crossvalidation)
Root relative squared error
0.9666
Cross-validation details (10 times 10-fold Crossvalidation)
SciMark benchmark
1333.5799
UserCPU time millis
17640
Cross-validation details (10 times 10-fold Crossvalidation)
UserCPU time millis testing
5080
Cross-validation details (10 times 10-fold Crossvalidation)
UserCPU time millis training
12560
Cross-validation details (10 times 10-fold Crossvalidation)