人类动力学:从人类的机动性到可预测性Human Dynamics: From Human Mobility to Predictability |
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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: | 151 |