SOLAR: Scalable Online Learning Algorithms for Ranking

• المؤلفون الرئيسيون: WANG, Jialei, WAN, Ji, ZHANG, Yongdong, HOI, Steven C. H.
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2015
• الموضوعات: Computer Sciences; Databases and Information Systems; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/2970; https://ink.library.smu.edu.sg/context/sis_research/article/3970/viewcontent/P15_1163.pdf
• المؤسسة: Singapore Management University

Traditional learning to rank methods learn ranking models from training data in a batch and offline learning mode, which suffers from some critical limitations, e.g., poor scalability as the model has to be retrained from scratch whenever new training data arrives. This is clearly nonscalable for ma...