One of the ultimate goals of e-commerce platforms is to satisfy various shopping needs for their customers. Much efforts are devoted to creating taxonomies or ontologies in e-commerce towards this goal. However, user needs in e-commerce are still not well defined, and none of the existing ontologies has the enough depth and breadth for universal user needs understanding. The semantic gap in-between prevents shopping experience from being more intelligent. In this paper, we propose to construct a large-scale e-commerce cognitive concept net named "AliCoCo", which is practiced in Alibaba, the largest Chinese e-commerce platform in the world. We formally define user needs in e-commerce, then conceptualize them as nodes in the net. We present details on how AliCoCo is constructed semi-automatically and its successful, ongoing and potential applications in e-commerce.
翻译:电子商务平台的最终目标之一是满足客户的各种购物需求。许多努力都致力于在电子商务中创建分类学或本体学,以实现这一目标。然而,电子商务中的用户需求仍没有很好地界定,现有的本体学没有足够深度和广度,可供普遍用户理解。两者之间的语义差距使得购物经验无法更聪明。在本文件中,我们提议建立一个名为“AliCoco”的大型电子商务认知概念网,在世界上最大的中国电子商务平台Alibaba实践。我们正式定义了电子商务中的用户需求,然后将其概念化为网络中的节点。我们详细介绍了AliCo是如何以半自动方式构建的,以及如何在电子商务中成功、持续和潜在的应用。