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A Physician Recommendation Algorithm Integrating Inquiries and Decisions of Patients |
Ye Jiaxin,Xiong Huixiang( ),Jiang Wuxuan |
School of Information Management, Central China Normal University, Wuhan 430079, China |
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Abstract [Objective] This paper investigates the decision-making mechanism of patients choosing doctors, aiming to build a better physician recommendation system.[Methods] First, we used Word2Vec to train the word vector model, and calculated the similarity between patients and doctors. Then, we analyzed the decision-making behaviors of patients choosing doctors. Finally, we combined the scores of doctors based on their similarity with patient needs and the latter’s decision mechanism to generate a recommended list.[Results] We conducted an empirical study with data from “Hao Daifu (Great Doctors)”. The proposed algorithm could help patients find doctors meeting their needs.[Limitations] The patient’s decision-making history needs to be analyzed. Our recommendation algorithm is for a single patient, which is costly.[Conclusions] The proposed method could recommend appropriate doctors meeting patient’s needs.
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Received: 10 June 2019
Published: 26 April 2020
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Corresponding Authors:
Huixiang Xiong
E-mail: hxxiong@mail.ccnu.edu.cn
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[1] |
孙国强, 由丽孪, 陈思 , 等. 互联网+医疗模式的初步探索[J]. 中国数字医学, 2015,10(6):15-18.
|
[1] |
( Sun Guoqiang, You Liluan, Chen Si , et al. Preliminary Exploration of Internet+Medical Model[J]. China Digital Medicine, 2015, 10(6):15-18).
|
[2] |
国务院办公厅关于促进“互联网+医疗健康”发展的意见[EB/OL]. [ 2019- 06- 02]. http://www.gov.cn/zhengce/content/2018-04/28/content_5286645.htm.
|
[2] |
( Opinions of the General Office of the State Council on Promoting the Development of “Internet+Medical Health”[EB/OL]. [ 2019- 06- 02]. http://www.gov.cn/zhengce/content/2018-04/28/content_5286645.htm.)
|
[3] |
Liu F, Yu C, Meng W , et al. Effective Keyword Search in Relational Databases [C]// Proceedings of the 2006 ACM SIGMOD International Conference on Management of Data. ACM, 2006: 563-574.
|
[4] |
朱凡微, 吴明晖, 金苍宏 , 等. 基于关键字的数据库搜索研究综述[J]. 计算机应用研究, 2008,25(11):3238-3242.
|
[4] |
( Zhu Fanwei, Wu Minghui, Jin Canghong , et al. Survey of Keyword-Based Search over Databases[J]. Application Research of Computers, 2008,25(11):3238-3242.)
|
[5] |
李宗伟, 张艳辉, 栾东庆 . 哪些因素影响消费者的在线购买决策?——顾客感知价值的驱动作用[J]. 管理评论, 2017,29(8):136-146.
|
[5] |
( Li Zongwei, Zhang Yanhui, Luan Dongqing . What Factors Influence Consumers’ Online Purchasing Decisions?——Customer Perceived Value Drivers[J]. Management Review, 2017,29(8):136-146.)
|
[6] |
Lay-Yee K L, Kok-Siew H, Yin-Fah B C . Factors Affecting Smartphone Purchase Decision Among Malaysian Generation Y[J]. International Journal of Asian Social Science, 2013,3(12):2426-2440.
|
[7] |
Sujata J, Yatin J, Abhijit C , et al. Factors Affecting Smartphone Purchase Among Indian Youth: A Descriptive Analysis[J]. Indian Journal of Science and Technology, 2016,9(15):1-10.
|
[8] |
Choi N . Factors Affecting Undergraduates’ Selection of Online Library Resources in Academic Tasks[J]. Library Hi Tech, 2015,33(2):272-291.
|
[9] |
吴江, 周露莎 . 网络健康信息服务用户购买决策的影响因素研究[J]. 情报学报, 2017,36(10):1058-1065.
|
[9] |
( Wu Jiang, Zhou Lusha . Study of Factors That Influence Users’ Purchasing Decision of Health Information Services[J]. Journal of the China Society for Scientific and Technical Information, 2017,36(10):1058-1065.)
|
[10] |
查先进, 李力, 严亚兰 , 等. 数字图书馆环境下信息有用性和信息获取影响因素研究——信息获取自我效能的调节效果[J]. 情报学报, 2017,36(7):669-681.
|
[10] |
( Zha Xianjin, Li Li, Yan Yalan , et al. Research on Impacting Factors of Information Usefulness and Information Acquisition in the Context of Digital Libraries: The Moderating Effect of Self-efficacy in Acquiring Information[J]. Journal of the China Society for Scientific and Technical Information, 2017,36(7):669-681.)
|
[11] |
Huang Y F, Liu P, Pan Q , et al. A Doctor Recommendation Algorithm Based on Doctor Performances and Patient Preferences [C]// Proceedings of the 2012 International Conference on Wavelet Active Media Technology and Information Processing (ICWAMTIP). IEEE, 2012: 92-95.
|
[12] |
Jiang H, Xu W . How to Find Your Appropriate Doctor: An Integrated Recommendation Framework in Big Data Context [C]// Proceedings of the 2014 IEEE Symposium on Computational Intelligence in Healthcare and E-Health (CICARE). IEEE, 2014: 154-158.
|
[13] |
徐守坤, 吴伟伟 . 基于语义的医疗资源均衡推荐算法[J]. 计算机工程, 2015,41(9):74-79.
|
[13] |
( Xu Shoukun, Wu Weiwei . Balance Recommendation Algorithm for Medical Resources Based on Semantic[J]. Computer Engineering, 2015,41(9):74-79.)
|
[14] |
李勇, 黄俊 . 信息通信[J].信息通信, 2018(2):67-70.
|
[14] |
( Li Yong, Huang Jun . A Search of Personalized Doctor Recommendation Algorithm[J]. Information & Communications,2018(2):67-70.)
|
[15] |
Tian B, Zhang Y, Chen X , et al. DRGAN: A GAN-Based Framework for Doctor Recommendation in Chinese On-Line QA Communities [C]// Proceedings of the 2019 International Conference on Database Systems for Advanced Applications. Springer, 2019: 444-447.
|
[16] |
林鑫, 桑运鑫, 龙存钰 . 基于用户决策机理的个性化推荐[J]. 图书情报工作, 2019,63(2):99-106.
|
[16] |
( Lin Xin, Sang Yunxin, Long Cunyu . Personalized Recommendation Based on User Decision-making Mechanism[J]. Library and Information Service, 2019,63(2):99-106.)
|
[17] |
高山, 刘炜, 崔勇 , 等. 一种融合多种用户行为的协同过滤推荐算法[J]. 计算机科学, 2016,43(9):227-231.
|
[17] |
( Gao Shan, Liu Wei, Cui Yong , et al. Collaborative Filtering Algorithm Integrating Multiple User Behaviors[J]. Computer Science, 2016,43(9):227-231.)
|
[18] |
Huang Z X, Lu X D, Duan H L , et al. Collaboration-based Medical Knowledge Recommendation[J]. Artificial Intelligence in Medicine, 2012,55(1):13-24.
|
[19] |
Mikolov T, Sutskever I, Chen K , et al. Distributed Representations of Words and Phrases and Their Compositionality [C]// Proceedings of the 26th International Conference on Neural Information Processing Systems. 2013,2:3111-3119.
|
[20] |
熊富林, 邓怡豪, 唐晓晟 . Word2vec的核心架构及其应用[J]. 南京师范大学学报:工程技术版, 2015,15(1):43-48.
|
[20] |
( Xiong Fulin, Deng Yihao, Tang Xiaosheng . The Architecture of Word2vec and Its Applications[J]. Journal of Nanjing Normal University: Engineering and Technology Edition, 2015,15(1):43-48.)
|
[21] |
Zhu Y, Yan E, Wang F . Semantic Relatedness and Similarity of Biomedical Terms: Examining the Effects of Recency, Size, and Section of Biomedical Publications on the Performance of Word2vec[J]. BMC Medical Informatics and Decision Making, 2017,17(1): Article No. 95.
|
[22] |
Xu C, Liu D . Chinese Text Summarization Algorithm Based on Word2vec[J]. Journal of Physics: Conference Series, 2018,976:012006.
|
[23] |
李心蕾, 王昊, 刘小敏 , 等. 面向微博短文本分类的文本向量化方法比较研究[J]. 数据分析与知识发现, 2018,2(8):41-50.
|
[23] |
( Li Xinlei, Wang Hao, Liu Xiaomin , et al. Comparing Text Vector Generators for Weibo Short Text Classification[J]. Data Analysis and Knowledge Discovery, 2018,2(8):41-50.)
|
[24] |
刘芊, 蓝国赈 . 科技信息[J].科技信息, 2008(36):102-103,105.
|
[24] |
( Liu Qian, Lan Guozhen . Factor Analysis and Empirical Analysis Based on SPSS[J]. Scientific Information, 2008(36):102-103,105.)
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