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基于PSO算法的LS-SVM在医疗管理系统中财务管理与决策系统的应用

姚欣 王君杰

微型电脑应用2025,Vol.41Issue(2):273-276,4.
微型电脑应用2025,Vol.41Issue(2):273-276,4.

基于PSO算法的LS-SVM在医疗管理系统中财务管理与决策系统的应用

Application of LS-SVM Based on PSO Algorithm in Financial Management and Decision-making System of Medical Management System

姚欣 1王君杰1

作者信息

  • 1. 上海市胸科医院(上海交通大学医学院附属胸科医院),上海 200030
  • 折叠

摘要

Abstract

In order to improve the accuracy and operational efficiency of financial management and decision-making system in medical management system,this study uses support vector machine(SVM)to analyze financial and other data,and constructs a least squares support vector machine(LS-SVM)model.Furthermore,the model uses particle swarm optimization(PSO)al-gorithm to automatically optimize parameters.The PSO-LS-SVM algorithm is used to financial management and decision-mak-ing systems in medical management system to provide real-time dynamic financial data and promote the digital construction of medical management system.The research results show that PSO-LS-SVM can reduce the overall complexity of the algorithm,accelerate the efficiency of machine operations,and greatly improve the convergence speed.Using PSO-LS-SVM to simulate fi-nancial data,it is found that it has a higher accuracy rate,with a deviation value between 0 and 0.6.Among the three algo-rithms,i.e.,SVM,LS-SVM,and PSO-LS-SVM,SVM has the largest deviation value,then LS-SVM,and PSO-LS-SVM has the smallest.This indicates that PSO-LS-SVM can provide more scientific services for financial management and decision-mak-ing system in medical system.

关键词

PSO/LS-SVM/医疗管理系统/财务管理/决策系统

Key words

PSO/LS-SVM/medical management system/financial management/decision-making system

分类

信息技术与安全科学

引用本文复制引用

姚欣,王君杰..基于PSO算法的LS-SVM在医疗管理系统中财务管理与决策系统的应用[J].微型电脑应用,2025,41(2):273-276,4.

微型电脑应用

1007-757X

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