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学术报告预告:Bridging the Gap Between Software Engineering and Data Mining

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报告时间:20181219日(星期三)上午1000

报告地点:新主楼G849会议室

报告题目: Bridging the Gap Between SoftwareEngineering and Data Mining

报告摘要:

   Today, data miners often apply or extenddata mining techniques to solve problems across many domains (e.g., socialmedia, health informatics, and software systems); while domain experts leveragetheir own domain knowledge to solve their own problems. Data miners often applytheir automated techniques to solve a wide range of problems across differentdomains with limited knowledge of the domain; while domain experts often havelimited knowledge of automated techniques when solving their domain-specificproblems.  

   My research tries to bridge the gap betweenboth types of experts (i.e., Data miners and Domain Experts). In this talk, Iwill focus on the software engineering domain and I will give an overview ofseveral challenges facing data miner and domain experts as they make use ofautomated techniques, in particular: (1) although we have many easy-to-use datamining tools, many domain experts have limited knowledge of these tools, whichoften causes research bias; (2) strong performance of techniques is notsufficient, instead a deeper understanding of the domain is essential; (3)results should be presented in a domain-centric context . I will presentexamples from my research to explain what these challenges are, why do theyappear, and my efforts to avoid them.

 

报告人简介:夏鑫,博士、澳大利亚蒙纳士大学讲师,主要研究方向包括软件工程、软件仓库挖掘和经验软件工程。于2009年和2014年分别获得浙大大学软件工程和计算机科学的学士和博士学位,之后一直在浙大计算机学院担任助理研究员至2017年。他于20162017年赴英属哥伦比亚大学(UBC)从事博士后阶段研究工作。从20182月起,夏鑫在蒙纳士大学担任讲师。迄今为止夏鑫发表了115篇论文,包括9IEEE Trans. on Software Engineering期刊论文、5ASE会议论文和3ICSE会议论文。部分论文获得国际会议奖项,其中 2篇论文获得ACM SIGSOFT Distinguished Paper AwardASE2018 ICPC 2018)。

 

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