基于Adaboost算法的医院建造成本预测系统构建  

Construction of Hospital Construction Cost Prediction System Based on Adaboost Algorithm

作　　者：何琪峰 胡津铭 王刚[3] 曲建睿[4] 李莹[4] 姜阳 HE Qifeng;HU Jinming;WANG Gang;QU Jianrui;LI Ying;JIANG Yang(Department of Audit,the Fourth Affiliated Hospital of Harbin Medical University,Harbin 150001,China;Logistics Office,the Fourth Affiliated Hospital of Harbin Medical University,Harbin 150001,China;Information Center,the Fourth Affiliated Hospital of Harbin Medical University,Harbin 150001,China;Department of Personnel Management,the Fourth Affiliated Hospital of Harbin Medical University,Harbin 150001,China;Department of Real Estate,the Fourth Affiliated Hospital of Harbin Medical University,Harbin 150001,China)

机构地区：[1]哈尔滨医科大学附属第四医院审计科,黑龙江哈尔滨150001 [2]哈尔滨医科大学附属第四医院后勤办公室,黑龙江哈尔滨150001 [3]哈尔滨医科大学附属第四医院信息中心,黑龙江哈尔滨150001 [4]哈尔滨医科大学附属第四医院人事科,黑龙江哈尔滨150001 [5]哈尔滨医科大学附属第四医院房产科,黑龙江哈尔滨150001

出　　处：《微型电脑应用》2024年第10期120-125,共6页Microcomputer Applications

摘　　要：医院建造成本预测系统的建设,可以提高医院建造成本的准确预测能力,为医疗机构规划预算提供科学依据,有效管理资源,确保医疗基础设施的高效建设。为了解决目前研究中预测准确性不高的问题,提出一个基于Adaboost算法的医院建造成本预测系统建设方案。仿真实验结果表明,该算法在收集的实验数据集中的预测准确率综合指标AUC值为95%,比SVM、MLP、决策树、BP神经网络、PSO等多个基线模型的效果更好。该系统的上线将为医院基建和财务管理提供有力支持。The establishment of hospital construction cost prediction system can improve the accurate prediction ability of hospi-tal construction cost,provide scientific basis for the planning and budgeting of medical institutions,effectively manage re-sources,and ensure the efficient construction of medical infrastructure.In order to solve the problem of low prediction accuracy in the current study,a program for the construction of hospital construction cost prediction system based on Adaboost algo-rithm is proposed.The simulation experiment results show that the algorithm has an AUC value of 95%for the comprehensive index of prediction accuracy in the collected experimental dataset,which is better than several baseline models such as SVM,MLP,decision tree,BP neural network,PSO,and so on.The online system will provide strong support for hospital infra-structure and financial management.

关 键 词：ADABOOST 医院建造成本预测 医院基建管理 集成学习 

分 类 号：TP311.52[自动化与计算机技术—计算机软件与理论]