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基于动态迭代采样的医院精细化绩效考核信息动态推荐算法

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在医院精细化绩效考核信息动态推荐过程中会产生随机动态变量,导致推荐算法的计算速度减慢.为了克服这一问题,提出动态迭代采样的医院精细化绩效考核信息动态推荐算法.在动态迭代采样环境下,将采集的数据统一转化为结构化数据,并统一数据维度,计算出医院绩效考核信息的动态变化量.根据计算结果将原有的项目集合分类处理,获得多个子集合.在此基础上,计算出用户信息权重和子集合内绩效信息的权重,依据权重计算结果计算出两者的相似性,将相似性高的信息组成推荐信息集合,利用云计算技术实现多用户的动态推荐.在相同迭代次数条件下,用2种常见的推荐算法进行比较性实验,结果表明,提出的医院绩效考核信息动态推荐算法收敛速度快、运行时间短、推荐精度高,整体计算性能得到了明显提升.
Dynamic Recommendation Algorithm of Hospital Refined Performance Appraisal Information Based on Dynamic Iterative Sampling
In the process of dynamic recommendation of refined performance evaluation information in hospitals,random dynam-ic variables are generated,which slows down the calculation speed of recommendation algorithms.To overcome this problem,a dynamic iterative sampling algorithm for hospital refined performance evaluation information dynamic recommendation is pro-posed.In a dynamic iterative sampling environment,the collected data are uniformly transformed into structured data,and the data dimensions are unified to calculate the dynamic changes in hospital performance evaluation information.Based on the calcu-lation results,the original project set is classified and processed to obtain multiple subsets.On this basis,the user information weight and the weight of performance information within the subsets are calculated,and the similarity between the two is calcu-lated based on the weight calculation result,and compose highly similar information into a recommendation information set,and use cloud computing technology to achieve dynamic recommendations for multiple users.Under the same number of iterations,the experimental results of the two common recommendation algorithms are compared and analyzed.The experimental results show that the proposed hospital performance evaluation information dynamic recommendation algorithm has fast convergence speed,short running time,high recommendation accuracy,which significantly improves overall computational performance.

dynamic iterationhospital informationperformance appraisaldynamic recommendationsimilarity measure

宗诚、方涛

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江苏省中医院,江苏,南京 210018

动态迭代 医院信息 绩效考核 动态推荐 相似性度量

江苏省科技计划专项资金(重点研发计划社会发展)项目

BE2023793

2024

微型电脑应用
上海市微型电脑应用学会

微型电脑应用

CSTPCD
影响因子:0.359
ISSN:1007-757X
年,卷(期):2024.40(9)