利润(经济学)
库存管理
全渠道
需求预测
计算机科学
运筹学
产品(数学)
经济
业务
运营管理
营销
微观经济学
工程类
数学
几何学
作者
Yuming Deng,Xinhui Zhang,Tong Wang,Lin Wang,Yidong Zhang,Xiaoqing Wang,Zhao Su,Yunwei Qi,Guangyao Yang,Xuezheng Peng
标识
DOI:10.1287/inte.2022.1145
摘要
Alibaba has developed a series of models and algorithms that include deep-learning algorithms for demand forecasting, simulation-optimization-based models for inventory management, price optimization for promotions, and markdown optimization for product recommendations. These models and algorithms have been implemented in its omnichannel retail infrastructure of several retail business subsidiaries over the past three years, and have generated more than 100 million dollars in annual cost reductions in cost and increases in profit.
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