基于案例推理的村庄产业发展路径智能推荐系统研究  

Study on Intelligent Recommendation System for Village Industrial Development Pathways Based on Case-Based Reasoning

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作  者:周滔[1] 王晨曦[1] 任茂辉 ZHOU Tao;WANG Chenxi;REN Maohui(School of Management Science and Real Estate,Chongqing University,Chongqing 400044,China)

机构地区:[1]重庆大学管理科学与房地产学院,重庆400044

出  处:《西南大学学报(自然科学版)》2025年第4期16-28,共13页Journal of Southwest University(Natural Science Edition)

基  金:国家自然科学基金面上项目(72374035);国家社会科学基金重点项目(23AZD019)。

摘  要:为改善大多数发展落后且存在异质性的乡村缺乏智力支持的现实境况,关注了更微观的知识管理主体——村庄。首先,在系统论视角下,基于产业基础、资源丰度和自然环境本底评估村庄的内源性发展动力,基于区位条件和外部发展环境评估村庄的外源性发展动力,构建了村庄产业发展潜力评估模型。然后,结合该模型运用案例推理技术构建出村庄产业发展路径智能推荐系统,旨在实现村庄产业发展路径的智能推荐。最后,经过算例演示,证实了所构建的村庄产业发展路径智能推荐系统能够有效辅助村庄产业发展经验的知识管理,实现“菜单式”村庄产业发展路径的智能推荐,为广大缺乏智力支持的村庄提供了“一村一策”的定制化服务。To expand the experience and insights derived from similar cases and improve the reality of lack intellectual support in most underdeveloped and heterogeneous rural areas,this study focuses on a more micro-level knowledge management subject,village.From a system theory perspective,endogenous development potential of villages is assessed based on industrial foundations,resource abundance,and natural environmental conditions,while exogenous development potential of villages is evaluated in terms of locational advantages and external development environments.Based on these assessments,a model for evaluating the village industrial development potential was constructed.Subsequently,combining this model with case-based reasoning techniques,an intelligent recommendation system for village industrial development pathways was developed,aiming to achieve automated recommendations for industrial development pathways.Finally,a case study demonstrated that the intelligent recommendation system developed in this research can effectively support knowledge management for village industrial development.By offering menu-style intelligent recommendations,the system provides tailored solutions for each village to implement a one village,one strategy approach.It is beneficial for villages that lack intellectual support,offering them customized strategies for industrial development.

关 键 词:乡村产业振兴 案例推理 智能决策支持系统 经验挖掘 

分 类 号:F322[经济管理—产业经济]

 

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