项目名称: 基于复杂网络的大众生产信息挖掘:模型、算法与应用
项目编号: No.71201060
项目类型: 青年科学基金项目
立项/批准年度: 2013
项目学科: 管理科学与工程
项目作者: 姚灿中
作者单位: 华南理工大学
项目金额: 19万元
中文摘要: 大众生产是生产者在非货币因素驱动下自愿合作生产产品的一种生产模式。与普通在线生产不同,大众生产下任何人均可以成为产品的潜在生产者,生产者不完全以利润最大化为生产依据且往往同时是产品的消费者。大众生产的产品能够直接体现大规模消费者的需求偏好,同时具备良好的扩展性,因此具有潜在产业价值。现有的组织生产理论与分析方法难以对传统生产利用大众生产的方式、路径提供决策支持,本项目拟通过信息挖掘的理论与方法对这一问题进行探讨。首先,通过大众生产实践和实证研究构建大众生产组织理论与大众生产复杂网络模型;其次,在模型基础上,结合大众生产组织过程和大众生产复杂网络结构特征,重点研究大众生产多层复杂网络与二分网络的链路预测模型和算法,挖掘大众生产生产过程的规律;最后,根据信息挖掘的规律和结果,本项目提出大众生产的组织策略和技术、传统生产利用大众生产进行产品研发和创新的途径、以及我国大众生产产业发展的引导政策。
中文关键词: 大众生产;复杂网络;链路预测;分形;最小生成树
英文摘要: Peer production is a voluntary co-production production mode by producers driven in the non-monetary factors. Products of Peer Production can directly reflect the preference of large-scale consumer's demand and at the same time have a good scalability, so it has the potential industrial value. The existing theory and analysis method of organization production is difficult to effectively measure the characteristics of the organizational mode of Peer Production, and lacking of the decision-making research on how to make use of Peer production to promote the traditional production . This project intends to adopt a complex network model, and through building Peer production organization theory and information mining algorithms to solve these problems. First of all, through the practices and empirical research we build the Peer production organization theory and modeling Peer production complex network. Secondly, based on the model, combined with the organizational processes of Peer production and structure characteristics of complex network, we focus on Peer production multi-layer complex network and link prediction models and algorithms of bipartite network, and further we tap the law of process. Finally, according to the rules and results of information mining, the project proposed organizational strategie
英文关键词: Peer Production;Complex Network;Link Prediction;Fractal;Minimal Spanning Tree