个性化推荐系统评价方法综述

Overview of the Evaluated Algorithms for the Personal Recommendation Systems

根据推荐系统任务的不同,介绍了不同的准确性度量指标以及各自的优缺点;介绍了准确度之外的其它指标,例如推荐多样性、覆盖率等;指出了目前评价指标存在的缺陷,以及未来可能的改进方向。

According to the system tasks, we introduce the different accuracy metrics as well as their respective advantages and disadvantages. Furthermore, other metrics are also introduced, such as the diversity, coverage and so on. Finally, we point out the defects of the current evaluation, as well as the possible future directions to improve.