Design And Implementation Of Cardio-Cerebral Vascular Health Management System Based On Integrated Learning Algorithm

In the past few years,with the improvement of living standards and changes in diet,the incidence of cardiovascular and cerebrovascular diseases in the population has continued to increase.At the same time,the current distribution of medical resources in the country is uneven,and many people cannot enjoy good medical resources and cannot understand their own health conditions well.With the development of the mobile Internet in China,smart phones have entered our lives.The functions of mobile phones are becoming more abundant,and medical-related APPs and mini programs are emerging in an endless stream.How to use mobile Internet to provide cardio-cerebral vascular health management services for the general public with limited medical resources become a hot spot of current research.For this reason,this project developed a cardio-cerebral vascular health management system based on integrated learning algorithms based on the relevant specifications of software project development.First of all,I investigated the development status of domestic and foreign health management systems and integrated learning algorithms in heart disease prediction,and introduced the current common disease prediction algorithms.By comparing the performance effects of logistic regression algorithm,K nearest neighbor algorithm,and integrated learning algorithm on the UCI heart disease data set,the best performing integrated learning algorithm is selected as the algorithm model for heart disease prediction.Secondly,I analyzes the requirements of the cardio-cerebral vascular health management system based on ensemble learning algorithm,and then obtains the user roles and requirements.The system is designed according to demand analysis.The system can be run through WeChat mini program and web.Users can use the mini program on WeChat to manage their health anytime and anywhere.At the same time,for some users who have computers,they can take advantage of the large screen on the web page to learn more about the trend of their body changes through visual display.In the system design phase,the functions are divided into six modules:heart disease prediction,health data management,cardiovascular and cerebrovascular assessment,personal information management,login and registration,and system management.The health data management module realizes the storage and visual display of user health data.The heart disease prediction module can derive the risk of having a heart disease based on the health data uploaded by the user,and remind the user to take timely treatment through WeChat when an abnormality is found.The cardiovascular and cerebrovascular assessment module realizes the assessment of the user’s cardiovascular and cerebrovascular risk levels.Based on the functions of each module,the relationship between entities in the system is analyzed,and the database design is completed.Finally,based on the cardio-cerebral vascular health management system design mentioned above,the system is developed and the functions of each module of WeChat terminal and web terminal are realized.In addition,through testing the functions of each module of the cardio-cerebral vascular health management system,it is proved that the system can be used efficiently.