مقاله یادگیری با برچسب‌های کمکی کم‌تر نویز

عنوان مقاله فارسی: یادگیری با برچسب‌های کمکی کم‌تر - نویز عنوان مقاله لاتین: Learning With Auxiliary Less-Noisy Labels نویسندگان: Yunyan Duan; Ou Wu تعداد صفحات: 5 سال انتشار: 2017 زبان: لاتین Abstract: Obtaining a sufficient number of accurate labels to form a training set for learning a classifier can be difficult due to the limited access to reliable label resources. Instead, in real-world applications, less-accurate labels, such as labels from nonexpert labelers, are often used. However, learning with less-accurate labels can lead to serious performance deterioration because of the high noise rate. Although several learning methods (e.g., noise-tolerant classifiers) have been advanced to increase classification performance in the presence