Abstract
Introduction to the Special Issue on “Innovation and Application of Intelligent Processing of Data, Information and Knowledge in E-Commerce”
Highlights
Introduction to the SpecialIssue on “Innovation and Application of Intelligent Processing of Data, Information and Knowledge in E-Commerce”Honghao Gao1,2, Jung Yoon Kim2,* and Yuyu Yin3Received: 07 October 2021 Accepted: 26 October 2021In the context of E-Commerce eco-system, there are hundreds of millions of consumers, thousands of businesses and shops, and hundreds of delivery people
In the paper entitled “A Novel Named Entity Recognition Scheme for Steel E-Commerce Platforms Using a Lite BERT” by Chen et al [1], the authors aim to improve the efficiency of purchasers searching for commodities on the steel E-Commerce platforms
The main contribution of the article are as follows: Aiming at the practical demand from buyers in the steel E-Commerce platforms, an efficient deep learning-based intelligent model is employed to recognize technical terms; Considering the impacts of few-shot and imbalanced data, focal loss, label smoothing, and cross entropy are combined as a novel loss function to improve the performance of the ALBERT-based model; To achieve a good generalization performance, several annotation schemes are explored to analyze their influences on the named entity recognition (NER), and an ideal annotation scheme is chosen to tag data in the Chinese steel E-Commerce platforms
Summary
Introduction to the SpecialIssue on “Innovation and Application of Intelligent Processing of Data, Information and Knowledge in E-Commerce”Honghao Gao1,2, Jung Yoon Kim2,* and Yuyu Yin3Received: 07 October 2021 Accepted: 26 October 2021In the context of E-Commerce eco-system, there are hundreds of millions of consumers, thousands of businesses and shops, and hundreds of delivery people. Introduction to the Special Issue on “Innovation and Application of Intelligent Processing of Data, Information and Knowledge in E-Commerce” The intersection of these information technologies and business models provides ample research opportunities in intelligent processing of data, information and knowledge.
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