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人类动力学:从人类的机动性到可预测性

Human Dynamics: From Human Mobility to Predictability
课程网址: http://videolectures.net/ecmlpkdd2011_barabasi_human/  
主讲教师: Albert-László Barabási
开课单位: 美国东北大学
开课时间: 2011-10-03
课程语种: 英语
中文简介:
从预测人类和电子病毒的传播到移动通信中的城市规划和资源管理,一系列应用取决于我们理解人类活动模式的能力。我将讨论最近探索人类活动模式的努力,使用个体的移动性作为代理。作为一个应用,我将通过测量每个人的轨迹的熵,我们发现可以探索人类流动的潜在可预测性,提高基础关于我们真实可预测性的问题。我还将讨论人类动员,社会联系和数据挖掘的预测能力之间的相互作用。
课程简介: A range of applications, from predicting the spread of human and electronic viruses to city planning and resource management in mobile communications, depend on our ability to understand human activity patterns. I will discuss recent effort to explore human activity patterns, using the mobility of individuals as a proxy. As an application, I will show that by measuring the entropy of each individual’s trajectory, we find can explore the underlying predictability of human mobility, raising fundamental questions on how predictable we really are. I will also discuss the interplay between human mobilty, social links, and the predictive power of data mining.
关 键 词: 预测行为发展; 移动通信; 城市规划; 资源管理; 人类活动模式; 人类动员; 社会联系; 数据挖掘
课程来源: 视频讲座网
最后编审: 2019-08-25:chenxin
阅读次数: 147