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美国莱斯大学印卧涛副教授学术报告通知
发布时间 : 2013-07-01     点击量:

        应beat365官方网站的邀请,美国莱斯大学(Rice University)印卧涛副教授将于近日访问我校,并作学术报告。
        
 

        时    间:2013年7月2日早9:00
        地    点:理科楼122
        报告题目:Parallel and distributed sparse optimization

        报告摘要: Sparse optimization has found interesting applications in many data-processing areas such as machine learning, signal processing, compressive sensing, medical imaging, finance, etc. Based on existing sparse optimization algorithms and parallel computing techniques, this talk introduces algorithms tailored for extremely large scale sparse optimization problems with terabytes of data. The talk introduces ideas that enable the state-of-the-art sequential algorithms for parallel and even decentralized processing of big data. Besides the typical complexity analysis, we analyze the increased iterations and communication overhead due to parallelization or decentralization. Numerical results are presented to demonstrate the scalability of the parallel codes for handling tera-scale problems on Amazon EC2.  

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