AliCoCo: Alibaba E-commerce Cognitive Concept Net
March 30, 2020 ยท Declared Dead ยท ๐ SIGMOD Conference
"No code URL or promise found in abstract"
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Authors
Xusheng Luo, Luxin Liu, Yonghua Yang, Le Bo, Yuanpeng Cao, Jinhang Wu, Qiang Li, Keping Yang, Kenny Q. Zhu
arXiv ID
2003.13230
Category
cs.IR: Information Retrieval
Cross-listed
cs.CL
Citations
71
Venue
SIGMOD Conference
Last Checked
2 months ago
Abstract
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.
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