Program_img2SMO_weka_nominal
This programs is part of the WEKA classifier library. The code used to generate this program is from the java class 'weka/classifiers/functions/SMO.java' from WEKA's libraries. The following description was taken from this classes JavaDoc information:

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Implements John Platt's sequential minimal optimization algorithm for training a support vector classifier. This implementation globally replaces all missing values and transforms nominal attributes into binary ones. It also normalizes all attributes by default. (In that case the coefficients in the output are based on the normalized data, not the original data --- this is important for interpreting the classifier.) Multi-class problems are solved using pairwise classification (1-vs-1 and if logistic models are built pairwise coupling according to Hastie and Tibshirani, 1998). To obtain proper probability estimates, use the option that fits logistic regression models to the outputs of the support vector machine. In the multi-class case the predicted probabilities are coupled using Hastie and Tibshirani's pairwise coupling method. Note: for improved speed normalization should be turned off when operating on SparseInstances. For more information on the SMO algorithm, see J. Platt: 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.
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NOTE: This algorithm has no parameter tuning, it is using the default WEKA parameters

NOTE: WEKA's Classifiers read a data in the .arff format. For Multiclass datasets, the SVMlight format converted to .arff multiclass format so they can be read by WEKA programs
MulticlassClassification
internal
18M
checked
open
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Existing runs on SMO_weka_nominal 1-25 of 222 < > Action_refresh_blue
ID Program Dataset Tuned hyper. User Updated << Status Total time Memory Error
Run #29331 SMO_weka_nominal fml_project_bin no gtledward 1d1h ago done 13s 423M 0.391
Run #29310 SMO_weka_nominal fml_project3 no gtledward 1d5h ago done 12s 419M 0.404
Run #29169 SMO_weka_nominal fml_project2 no gtledward 4d3h ago done 12s 417M 0.353
Run #29085 SMO_weka_nominal earlier no beniat18 21d7h ago done 1m55s 424M 0.185
Run #29084 SMO_weka_nominal adult_ben2 no beniat18 21d7h ago done 1m54s 424M 0.183
Run #29038 SMO_weka_nominal 198pgpopPts no linflyer 25d8h ago failed 13s 423M
Run #28988 SMO_weka_nominal 198pgpopPts no linflyer 25d8h ago failed 11s 422M
Run #28983 SMO_weka_nominal 198pgpopPts no linflyer 25d8h ago failed 22s 423M
Run #28704 SMO_weka_nominal Sca Motion no andresvila 34d2h ago done 17s 422M 0.015
Run #28449 SMO_weka_nominal NORMALIZED DATA no GregSen 75d11h ago done 10s 418M 0.224
Run #28309 SMO_weka_nominal bi_nolab_hr_CuiFormRelations no linflyer 91d9h ago failed 6s 414M
Run #28043 SMO_weka_nominal correct s1 eg2008jk no emrah 132d7h ago failed 54m13s 430M
Run #28019 SMO_weka_nominal correct s eg2008jk no emrah 132d8h ago failed 17m55s 430M
Run #27982 SMO_weka_nominal hepatitis no ebceyhan 145d13h ago failed 1s 410M
Run #26987 SMO_weka_nominal zhangjun no blazebird 299d15h ago done 5m27s 424M 0.016
Run #21356 SMO_weka_nominal ralign-random no internal 319d4h ago done 0.100
Run #16810 SMO_weka_nominal Real-valued test dataset no internal 319d9h ago done 0.500
Run #16811 SMO_weka_nominal Brunato_Battiti_Multi_1 no internal 319d9h ago done 0.104
Run #16812 SMO_weka_nominal MoteTrack_1 no internal 319d9h ago done 0.168
Run #16813 SMO_weka_nominal simple-dataset-rs no internal 319d9h ago done 0.500
Run #16814 SMO_weka_nominal arabic no internal 319d9h ago failed
Run #16815 SMO_weka_nominal songsAndEmotions#1 no internal 319d9h ago done 1
Run #16816 SMO_weka_nominal songsAndEmotions#3 no internal 319d9h ago done 1
Run #16817 SMO_weka_nominal songsAndEmotions#4 no internal 319d9h ago done 0.333
Run #16818 SMO_weka_nominal songsAndEmotions#5 no internal 319d9h ago done 0.833




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