DEVELOPMENT... OpenML
Run
160395

Run 160395

Task 151 (Supervised Classification) BNG(page-blocks,nominal,295245) Uploaded 13-02-2015 by Felicia West
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Flow

weka.SMO_RBFKernel(2)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.RBFKernel(2)_C250007
weka.RBFKernel(2)_G0.01
weka.SMO_RBFKernel(2)_C1.0
weka.SMO_RBFKernel(2)_Kweka.classifiers.functions.supportVector.RBFKernel
weka.SMO_RBFKernel(2)_L0.001
weka.SMO_RBFKernel(2)_N0
weka.SMO_RBFKernel(2)_P1.0E-12
weka.SMO_RBFKernel(2)_V-1
weka.SMO_RBFKernel(2)_W1

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
0.7543
Per class
F measure
0.9026
Per class
Kappa
0.4824
KB relative information score
-929169.9699
Mean absolute error
0.2447
Mean prior absolute error
0.0755
Number of instances
295245
Per class
OS information
[Sun Microsystems Inc., 1.6.0_20, amd64, Linux, 2.6.35.14-106.fc14.x86_64]
Precision
0.9081
Per class
Predictive accuracy
0.9174
Prior entropy
0.634
Recall
0.9174
Per class
Relative absolute error
3.2391
Root mean prior squared error
0.1944
Root mean squared error
0.3234
Root relative squared error
1.664
SciMark benchmark
945.7621
UserCPU time millis
151218930
UserCPU time millis testing
23833080
UserCPU time millis training
127385850