{"title":"各国人均 GDP 集群化进程的时间动态:综合生存研究","authors":"Diego Vallarino","doi":"10.58567/rea03010001","DOIUrl":null,"url":null,"abstract":"<p class=\"MsoNormal\" style=\"margin-top: 12pt; text-align: justify;\"><span lang=\"EN-US\" style=\"font-family: 'times new roman', times, serif; font-size: 14pt;\">This research delves into the temporal dynamics of a nation's pursuit of a targeted GDP per capita level, employing five different survival machine learning models, remarkably Deep Learning algorithm (DeepSurv) and Survival Random Forest. This nuanced perspective moves beyond static evaluations, providing a comprehensive understanding of the developmental processes shaping economic trajectories over time. The economic implications underscore the intricate balance required between calculated risk-taking and strategic vulnerability mitigation. These findings guide policymakers in formulating resilient economic strategies for sustained development and growth amid the complexities inherent in contemporary economic landscapes.</span></p>","PeriodicalId":500089,"journal":{"name":"Review of Economic Assessment","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Temporal Dynamics of Countries' Journey to Cluster-Specific GDP per Capita: A Comprehensive Survival Study\",\"authors\":\"Diego Vallarino\",\"doi\":\"10.58567/rea03010001\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p class=\\\"MsoNormal\\\" style=\\\"margin-top: 12pt; text-align: justify;\\\"><span lang=\\\"EN-US\\\" style=\\\"font-family: 'times new roman', times, serif; font-size: 14pt;\\\">This research delves into the temporal dynamics of a nation's pursuit of a targeted GDP per capita level, employing five different survival machine learning models, remarkably Deep Learning algorithm (DeepSurv) and Survival Random Forest. This nuanced perspective moves beyond static evaluations, providing a comprehensive understanding of the developmental processes shaping economic trajectories over time. The economic implications underscore the intricate balance required between calculated risk-taking and strategic vulnerability mitigation. These findings guide policymakers in formulating resilient economic strategies for sustained development and growth amid the complexities inherent in contemporary economic landscapes.</span></p>\",\"PeriodicalId\":500089,\"journal\":{\"name\":\"Review of Economic Assessment\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-02-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Review of Economic Assessment\",\"FirstCategoryId\":\"0\",\"ListUrlMain\":\"https://doi.org/10.58567/rea03010001\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Review of Economic Assessment","FirstCategoryId":"0","ListUrlMain":"https://doi.org/10.58567/rea03010001","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
本研究采用五种不同的生存机器学习模型,特别是深度学习算法(DeepSurv)和生存随机森林,深入研究了一个国家追求目标人均 GDP 水平的时间动态。这种细致入微的视角超越了静态评估,提供了对塑造长期经济轨迹的发展过程的全面理解。其经济影响强调了计算风险和战略脆弱性缓解之间所需的复杂平衡。这些研究结果可指导决策者制定具有弹性的经济战略,以便在当代经济环境固有的复杂性中实现可持续发展和增长。
Temporal Dynamics of Countries' Journey to Cluster-Specific GDP per Capita: A Comprehensive Survival Study
This research delves into the temporal dynamics of a nation's pursuit of a targeted GDP per capita level, employing five different survival machine learning models, remarkably Deep Learning algorithm (DeepSurv) and Survival Random Forest. This nuanced perspective moves beyond static evaluations, providing a comprehensive understanding of the developmental processes shaping economic trajectories over time. The economic implications underscore the intricate balance required between calculated risk-taking and strategic vulnerability mitigation. These findings guide policymakers in formulating resilient economic strategies for sustained development and growth amid the complexities inherent in contemporary economic landscapes.