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环境学术沙龙第653期:物质资源循环利用中的碳排放探讨:以CCU系统集成、生物质利用...
天文系Colloquium:Physical Mechanisms Regulating Gas Supply to Galaxies
环境学术沙龙第652期:日常生活塑料用品微塑料的释放
Boundary induced dynamical phase transition via inhomogeous quenches
报告题目:
Matrix-based Algorithms for Data Mining
 报告人:
Tao Li
a professor in the School of Computing and Information
 Sciences   Florida International University
报告时间:
2008-03-11 10:00
报告地点:
清华大学FIT楼3-125
主办单位:
计算机科学与技术系
  简介:

报告摘要:Recently many matrix-based algorithms have been developed for
solving various data mining problems. In this talk, I will describe our
recent research efforts in the area. I will start with an application of
mining system log data to motivate clustering algorithms based on matrix
approximations. I will then describe several recent advances on Non-negative
Matrix Factorizations (NMF) for clustering. Finally I will discuss our
recent work on extending NMF to solve other data mining problems include
consensus-clustering, semi-supervised clustering, and feature selection.

At the end of talk, I will introduce and discuss the opportunities of the
graduate studies at the School of Computing and Information Sciences (SCIS)
at the Florida International University (FIU), a public research university.

报告人简介:Dr. Tao Li is currently an assistant professor in the School of
Computing and Information Sciences at Florida International University. He
received his Ph.D. in computer science from the Department of Computer
Science, University of Rochester in July 2004.  His research interests are
in data mining, machine learning, information retrieval, and bioinformatics.
He is the recipient of NSF CAREER Award (2006-2011) and IBM Faculty Research
Awards (2005 & 2007). He has published prolifically in top journals and
conferences and has severed extensively on the program committees of many
international conferences. More information about him can be found at
http://www.cs.fiu.edu/~taoli.

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