Tutorial on Multivariate Statistical Methods and their Applications in Engineering and Life Science

讲座名称: Tutorial on Multivariate Statistical Methods and their Applications in Engineering and Life Science
讲座时间 2018-07-23
讲座地点 东三楼甲205
讲座人 Uwe Kruger
讲座名称:Tutorial on Multivariate Statistical Methods and their Applications in Engineering and Life Science
讲座时间:2018年7月23日  下午15:00
讲座人:Prof. Uwe Kruger
邀请人:能源与动力工程学院  周延 副教授
This presentation gives a summary of methods that collectively form a framework for modern data science methods that have become popular over the past two decade, particularly in the areas of life sciences and general engineering applications.The main focus of this talk lies, firstly, on traditional multivariate statistical tools that are briefly explained and summarized. This is followed, secondly, by highlighting practically relevant modeling issues that include stationary/non-stationary variables, static/dynamic model structures and linear/nonlinear model structures. Finally, the presentation summarizes a number of application studies (i) to engineering problems that relate to process modeling and (ii) the modeling of observations drawn from subjects that are on the autism spectrum and neurotypical participants. The aim of these application studies is to demonstrate the benefits of applying multivariate data science tools to real application examples. 

Prof. Uwe Kruger is a senior academic, currently affiliated with the Department of Biomedical Engineering at Rensselaer Polytechnic Institute in Troy, NY, U.S.A. Over the past twenty years, his research has focused on the development and application of multivariate statistical methods for data science and machine learning, with particular focus on data analysis, classification and regression. Thus far, Prof. Kruger’s research has culminated in around 70 journal publications, 60 peer reviewed conference contributions, 6 book chapters and one research text that was published by John Wiley & Sons (472 pages) in 2012.  These publications have attracted close to 3,000 citations and an h-index of 29. Prof. Kruger is currently an Associate Editor of the internationally renowned journal Control Engineering Practice and has served on numerous international program committees and was the Technical Chair of the Irish Systems and Signals Conference in 2004. He also gave two invited plenary lectures on international conferences and gave numerous invited talks and presentations in his area of expertise worldwide.

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