Learning under concept drift with follow the regularized leader and adaptive decaying proximal

• المؤلفون الرئيسيون: Huynh, Ngoc Anh, Ng, Wee Keong, Ariyapala, Kanishka
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2018
• الموضوعات: Concept Drift; Decaying Rate
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/87712; http://hdl.handle.net/10220/45494
• المؤسسة: Nanyang Technological University

Concept drift is the problem that the statistical properties of the data generating process change over time. Recently, the Time Decaying Adaptive Prediction (TDAP) algorithm1 was proposed to address the problem of concept drift. TDAP was designed to account for the effect of drifting concepts by di...