| عنوان فارسی مقاله: | کاهش تعداد طبقه بندی کننده های فرعی برای ماشین های بردار پشتیبانی چند مقوله ای دو به دو |
| عنوان انگلیسی مقاله: |
Reducing the number of sub-classifiers for pairwise multi-category support vector machines |
1 – مقدمه
2 – SVM چند دسته ای
3 – نمونه برداری عدم قطعیت
4 – MSVM مبتنی بر نمونه برداری عدم قطعیت
5- نتایج آزمایشی
6- نتیجه گیری ها
کلمات کلیدی :
Multiple Classifier Systems: 10th International Workshop, MCS 2011, ...https://books.google.com/books?isbn=3642215572Carlo Sansone, Josef Kittler, Fabio Roli - 2011 - Computers... R., Singer, Y.: Reducing multiclass to binary: A unifying approach for margin classifiers. ... 263–286 (1995) Demsar, J.: Statistical comparisons of classifiers over ... 101–141 (2004) Hastie, T., Tibshirani, R.: Classification by pairwise grouping. ... Escalera, S., Pujol, O., Radeva, P.: Sub-class error-correcting output codes.[PDF]Multiple classifiers - Lamsadewww.lamsade.dauphine.fr/~projet_cost/ALGORITHMIC.../pdf/.../Stefanowski4.pdfThere is no one algorithm achieving the best accuracy for all situations! • A complex problem can be decomposed into multiple sub- problems that are easier to ... by uniform voting → the expected error of the system should decrease with the number of ... Multi-class specialized systems, (e.g. ECOC pairwise classification).[PDF]A New Pairwise Ensemble Approach for Text Classification - Research ...repository.cmu.edu/cgi/viewcontent.cgi?article=1314&context=compsciby Y Liu - 2003 - Cited by 5 - Related articlesto improve the prediction accuracy, such as POS tagging, parsing, number of ... this way, each sub-model captures only one aspect of the decision boundary. The ... bagging have shown that it is effective in reducing classification errors [4]. ... Building pairwise classifier for multi-class classification problems is not a new.