مقاله یک ماشین جدید بردار پشتیبان دوقلو با از دست دادن پینبال

عنوان مقاله فارسی: یک ماشین جدید بردار پشتیبان دوقلو با از دست دادن پینبال عنوان مقاله لاتین: A Novel Twin Support-Vector Machine With Pinball Loss نویسندگان: Yitian Xu; Zhiji Yang; Xianli Pan تعداد صفحات: 11 سال انتشار: 2017 زبان: لاتین Abstract: Twin support-vector machine (TSVM), which generates two nonparallel hyperplanes by solving a pair of smaller-sized quadratic programming problems (QPPs) instead of a single larger-sized QPP, works faster than the standard SVM, especially for the large-scale data sets. However, the traditional TSVM adopts hinge loss which easily leads to its sensitivity of the noise and instability for resampling. To enhance the performance of the TSVM, we present a novel TSVM with the pinball loss (Pin-TSVM) which deals