[1]MA Yu,ZHANG Yan,WANG Hongzhi,et al.A personalized recommendation algorithm for intelligent guidance[J].CAAI Transactions on Intelligent Systems,2018,13(3):352-358.[doi:10.11992/tis.201711036]
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A personalized recommendation algorithm for intelligent guidance

CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume: 13 Number of periods: 2018 3 Page number: 352-358 Column: 学术论文—智能系统 Public date: 2018-05-05
Title:
A personalized recommendation algorithm for intelligent guidance
Author(s):
MA Yu;  ZHANG Yan;  WANG Hongzhi;  ZHANG Yice
School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China
Keywords:
auxiliary diagnosiss; intelligent guide; skyline query; medical recommendation; collaborative filtering; recommendation system; big data; personality
CLC:
TP311
DOI:
10.11992/tis.201711036
Abstract:
Because of the overload in the electronic medical data and serious shortage of medical resources, we combined Skyline queries and the scoring method based on collaborative filtering in local areas and proposed a recommendation algorithm for intelligent personalized guidance. Our experimental results show that the proposed algorithm can provide users with personalized and reasonable recommendations. Thus, the proposed algorithm was found to considerable promote rational allocation and the use of medical resources. Additionally, our algorithm improved the quality of medical treatments to a certain extent.
References:
[1] LOPEZ-NORES M, BLANCO-FERNÁNDEZ Y, PAZOS-ARIAS J J, et al. Property-based collaborative filtering for health-aware recommender systems[C]//Proceedings of 2011 IEEE International Conference on Consumer Electronics. Las Vegas, NV, USA, 2011.
[2] PATTARAINTAKORN P, ZAVERUCHA G M, CERCONE N. Web based health recommender system using rough sets, survival analysis and rule-based expert systems[C]//Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing. Toronto, Canada, 2007:491-499.
[3] GONG Jibing, WANG Lili, SUN Shengtao, et al. iBole:a hybrid multi-layer architecture for doctor recommendation in medical social networks[J]. Journal of computer science and technology, 2015, 30(5):1073-1081.
[4] 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. XU Shoukun, WU Weiwei. Balance recommendation algorthm for medical resources based on semantic[J]. Computer engineering, 2015, 41(9):74-79.
[5] PAPADIAS D, TAO Yufei, FU G, et al. An optimal and progressive algorithm for skyline queries[C]//Proceedings of 2003 ACM SIGMOD International Conference on Management of Data. San Diego, USA, 2003:467-478.
[6] CHAN C Y, JAGADISH H V, TAN K L, et al. Finding k-dominant skylines in high dimensional space[C]//Proceedings of 2006 ACM SIGMOD International Conference on Management of Date. Chicago, IL, USA, 2006:503-514.
[7] VLACHOU A, DOULKERIDIS C, KOTIDIS Y. Angle-based space partitioning for efficient parallel skyline computation[C]//Proceedings of 2008 ACM SIGMOD International Conference on Management of Data. Vancouver, Canada, 2008:227-238.
[8] SARKAS N, DAS G, KOUDAS N, et al. Categorical skylines for streaming data[C]//Proceedings of 2008 ACM SIGMOD International Conference on Management of Data. Vancouver, Canada, 2008:239-250.
[9] BÖRZSÖNYI S, KOSSMANN D, STOCKER K. The skyline operator[C]//Proceedings of the 17th International Conference on Data Engineering. Washington, DC, USA, 2001:421-430.
[10] CHAN C Y, ENG P K, TAN K L. Efficient processing of skyline queries with partially-ordered domains[C]//Proceedings of the 21st International Conference on Data Engineering. Tokoyo, Japan, 2005:190-191.
[11] GUO Qinglin. The similarity computing of documents based on VSM[C]//Proceedings of the 32nd Annual IEEE International Computer Software and Applications. Turku, Finland, 2008:585-586.
[12] ROBINSON J T. A search structure for large mul-tidimentional dynamic indexes[C]//Proceedings of 1981 International Conference on Management of Data. Ann Arbor, Michigan, 1981:10-18.
[13] HERLOCKER J L, KONSTAN J A, RIEDL J. Explaining collaborative filtering recommendations[C]//Proceedings of 2000 ACM Conference on Computer Supported Cooperative Work. Philadelphia, Pennsylvania, USA, 2000:241-250.
[14] RICCI F, ROKACH L, SHAPIRA B, et al. Recommender systems handbook[M]. Boston, MA:Springer, 2011:1-35.
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