Today's E-commerce is hot, while the categorization of goods cannot be handled better, especially to achieve the demand of multiple tasks. In this paper, we propose a multitask learning model based on a CNN in parallel with a BiLSTM optimized by an attention mechanism as a training network for E-commerce. The results showed that the fast classification task of E-commerce was performed using only 10% of the total number of products. The experimental results show that the accuracy of w-item2vec for product classification can be close to 50% with only 10% of the training data. Both models significantly outperform other models in terms of classification accuracy.
机构:
Wuhan Business & Trade Vocat Coll, Inst Modern Business Technol, Wuhan, Peoples R ChinaWuhan Business & Trade Vocat Coll, Inst Modern Business Technol, Wuhan, Peoples R China
机构:
Chongqing Open Univ, Chongqing Technol & Business Inst, Chongqing 400000, Peoples R ChinaChongqing Open Univ, Chongqing Technol & Business Inst, Chongqing 400000, Peoples R China
He, Yue
Hu, Wanda
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机构:
Chongqing Open Univ, Chongqing Technol & Business Inst, Chongqing 400000, Peoples R ChinaChongqing Open Univ, Chongqing Technol & Business Inst, Chongqing 400000, Peoples R China
机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Yan, Bingwen
Wu, Chunqiong
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机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Wu, Chunqiong
Yu, Rongrui
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机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Yu, Rongrui
Yu, Baoqin
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机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Yu, Baoqin
Shi, Nafang
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机构:
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R China
Zhejiang Yuying Coll Vocat Technol, Hangzhou 310018, Zhejiang, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Shi, Nafang
Zhou, Xiukao
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机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Zhou, Xiukao
Yu, Yanliang
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机构:
Yango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
Fujian Univ, Big Data Business Intelligence Engn Res Ctr, Fuzhou 350015, Fujian, Peoples R ChinaYango Univ, Business Coll, Fuzhou 350015, Fujian, Peoples R China
机构:
Jilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R ChinaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Zhao, Yang
Yu, Yanliang
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机构:
Jinan Univ, Sch Econ, Guangzhou, Peoples R ChinaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Yu, Yanliang
Shakeel, P. Mohamed
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机构:
Univ Tech Malaysia, Malacca, MalaysiaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Shakeel, P. Mohamed
Enrique Montenegro-Marin, Carlos
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机构:
Univ Dist Francisco Jose de Caldas, Bogota, ColombiaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China