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 236 < > Action_refresh_blue
ID Program Dataset Tuned hyper. User Updated << Status Total time Memory Error
Run #30839 SMO_weka_nominal fMRI SOM fold no Accamma 28d5h ago done 44s 418M 0.859
Run #30751 SMO_weka_nominal fmrikmeansavg no Accamma 30d9h ago done 11s 410M 0.900
Run #30739 SMO_weka_nominal fMRI KMeans 568 no Accamma 31d3h ago done 1m22s 418M 0.853
Run #30462 SMO_weka_nominal repere no Veovis 122d5h ago done 43m49s 424M 0.094
Run #30187 SMO_weka_nominal mixed_numbers_photos no guiben 183d18h ago done 55s 418M 0.070
Run #30179 SMO_weka_nominal copt test binary class no emrah 185d6h ago done 40m8s 430M 0.089
Run #30177 SMO_weka_nominal copt test binary class no emrah 185d7h ago done 39m58s 429M 0.089
Run #30130 SMO_weka_nominal copt_1_mark no emrah 186d9h ago done 54m51s 418M 0.618
Run #30108 SMO_weka_nominal twitter-sentiment no favre 190d7h ago failed 18m10s 418M
Run #29882 SMO_weka_nominal ao no michaelcollins 258d10h ago done 15m21s 429M 0.127
Run #29756 SMO_weka_nominal Multi feat fusion - multi class -uni label no GregSen 288d17h ago done 38s 418M 0.371
Run #29731 SMO_weka_nominal Multi feat fusion 5 no GregSen 288d23h ago failed 16s 417M
Run #29703 SMO_weka_nominal Multi feat fusion 3 no GregSen 289d5h ago failed 17s 418M
Run #29690 SMO_weka_nominal Multi feat fusion 2 no GregSen 289d6h ago done 11s 417M 0.241
Run #29331 SMO_weka_nominal fml_project_bin no gtledward 339d15h ago done 13s 423M 0.391
Run #29310 SMO_weka_nominal fml_project3 no gtledward 339d18h ago done 12s 419M 0.404
Run #29169 SMO_weka_nominal fml_project2 no gtledward 342d16h ago done 12s 417M 0.353
Run #29085 SMO_weka_nominal earlier no beniat18 359d20h ago done 1m55s 424M 0.185
Run #29084 SMO_weka_nominal adult_ben2 no beniat18 359d20h ago done 1m54s 424M 0.183
Run #29038 SMO_weka_nominal 198pgpopPts no linflyer 363d21h ago failed 13s 423M
Run #28988 SMO_weka_nominal 198pgpopPts no linflyer 363d21h ago failed 11s 422M
Run #28983 SMO_weka_nominal 198pgpopPts no linflyer 363d22h ago failed 22s 423M
Run #28704 SMO_weka_nominal Sca Motion no andresvila 1y7d ago done 17s 422M 0.015
Run #28449 SMO_weka_nominal NORMALIZED DATA no GregSen 1y49d ago done 10s 418M 0.224
Run #28309 SMO_weka_nominal bi_nolab_hr_CuiFormRelations no linflyer 1y64d ago failed 6s 414M




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