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智能城市的复杂事件处理与数据挖掘

Complex Event Processing and Data Mining for Smart Cities
课程网址: http://videolectures.net/is2012_moraru_smart_cities/  
主讲教师: Alexandra Moraru
开课单位: 约瑟夫·斯特凡学院
开课时间: 信息不详。欢迎您在右侧留言补充。
课程语种: 英语
中文简介:
复杂事件处理(CEP)正在成为一种新的流数据连续处理模式,以检测相关信息并为及时反应提供支持。CEP引擎的主要作用是检测传入流数据上事件模式的发生。然而,事件模式的发现问题虽然与数据挖掘领域密切相关,但还没有从CEP应用的角度进行研究。本文介绍了定义一个允许CEP和数据挖掘方法无缝集成的框架的第一步。我们将智能城市场景作为一个良好的实验工作领域。讨论了一个具体的使用案例,并给出了收集到的实际实时数据的初步结果。
课程简介: Complex Event Processing (CEP) is emerging as a new paradigm for continuous processing of streaming data in order to detect relevant information and provide support for timely reactions. The main role of a CEP engine is to detect the occurrence of event patterns on the incoming streaming data. However, the problem of discovering the event patterns, although strongly related to the data mining field, has not been studied from the perspective of CEP applications. This paper presents the first steps towards defining a framework that would allow seamless integration of CEP and data mining method. We present the smart cities scenarios as a good working-field for experimentation. A concrete use case is discussed and preliminary results are presented for real-live data that has been collected.
关 键 词: 复杂事件处理; 流数据连续处理范式; 智能城市
课程来源: 视频讲座网
最后编审: 2019-11-18:cwx
阅读次数: 14