测绘地理信息专业背景下的《时空数据挖掘》课程设计

Teaching Design of Space-time Data Mining Course for Surveying and Mapping Geographic Information Major

时空数据挖掘是数据挖掘领域的前沿研究课题,致力于开发和应用新兴的计算技术来分析海量、高维的时空数据,揭示时空数据中的有价值知识,被广泛应用于商业领域。因此,部分高校GIS等专业开设了时空数据挖掘课程。针对目前地方院校《时空数据挖掘》课程教学存在的问题,本文结合云计算、虚拟现实等先进教育技术,引入学科前沿知识,优化教学内容、改进教学方式和创新实习方式,为测绘地理信息专业的时空数据挖掘课程教学、实验和实习设计提供参考,培养新工科背景下具备时空大数据建模分析能力的复合型专业人才。

Spatiotemporal data mining is a frontier research topic in the field of data mining.It is committed to developing and applying emerging computing technology to analyze massive and high dimensional spatiotemporal data,reveal valuable knowledge in the spatiotemporal data,and is widely used in the field of commerce.Therefore,some colleges and universities have set up spatiotemporal data mining courses for GIS and other majors.In this article,in view of the present local colleges and universities,the spatiotemporal data mining problems in teaching,combined with cloud computing,virtual reality and advanced education technologies,subject frontier technology is introduced to optimize teaching contents,improve teaching methods and the way of innovation practice.For spatiotemporal data mining course teaching,experiment and practice of design are presented for reference in order to develop professional talents on new engineering background with space-time data modeling analysis ability.