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Expert Knowledge-Based Apparel Recommendation Question and Answer System

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摘要 Aiming at the lack of professional knowledge to guide apparel recommendation,an apparel recommendation method based on image design expert knowledge has been proposed.Then,apparel recommendation knowledge graphs have been created and a apparel recommendation question and answer(Q&A)system has been designed and implemented.The question templates in the apparel recommendation domain were defined,the task of recognizing the named entities of question sentences was completed by the Bi-directional encoder representations from transformer-Bi-directional long short-term memory-conditional random field(BERT-BiLSTM-CRF)model,and the question template with the highest matching degree to the user’s question was obtained by using term frequency-inverse document frequency(TF-IDF)algorithm.The corresponding cypher graph database query statement was generated to retrieve the knowledge graph for answers,and iFLYTEK’s voice application programming interface(API)was called to implement the Q&A.The experimental results have shown that the Q&A system has a high accuracy rate and application value in the field of apparel recommendations.
作者 刘栒 史有群 罗辛 朱国学 LIU Xun;SHI Youqun;LUO Xin;ZHU Guoxue(College of Computer Science and Technology,Donghua University,Shanghai 201620,China;China Textile Enterprise Association,Beijing 100020,China)
出处 《Journal of Donghua University(English Edition)》 CAS 2022年第1期55-64,共10页 东华大学学报(英文版)
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