讲座介绍:
The availability of large scale, diverse, and high resolution data sets has a transformative
effect on the research landscape. It allows for data-intensive, increasingly personalized, and
near instantaneous analysis and decision making. Thus, it is not surprising to see a sustained
push, from policy makers and government bodies, towards big data analytics in hopes of
solving some of our society’s most pressing challenges. Signal processing theories and tools
can be of paramount importance towards the realization of the big data vision.
The purpose of this presentation is to highlight the importance of signal processing tools
focusing on areas related to visual data processing and analysis. Various aspects of the
underlying research problem will be discussed and important tools such as dimensionality
reduction methods, feature extraction algorithms and classification solutions will be presented
in a tutorial style.
演讲人简介:
Konstantinos N. (Kostas) Plataniotis is a Professor with the ECE Department at the
University of Toronto. He is the founder and inaugural Director-Research for the Identity,
Privacy and Security Institute at the University of Toronto (IPSI) and he has served as the
Director for the Knowledge Media Design Institute (KMDI) at the University of Toronto. His
research interests are: statistical signal processing, knowledge and digital media design,
multimedia systems, biometrics, image & signal processing, communications systems and
pattern recognition. Among his publications in these fields are the recent books WLAN
positioning systems (2012) andMultilinear subspace learning: Reduction of multidimensional
data (2013).
Dr. Plataniotis is a registered professional engineer in Ontario, Fellow of the IEEE and Fellow
of the Engineering Institute of Canada. He has served as the Editor-in-Chief of the IEEE
Signal Processing Letters, and as Technical Co-Chair of the IEEE 2013 International
Conference in Acoustics, Speech and Signal Processing. He is the IEEE Signal Processing
Society Vice President for Membership (2014 -2016) and the General Chair for the IEEE
2018 International Conference on Image Processing. He has received the IEEE Canada
Engineering Educator Award for “contributions to engineering education and inspirational
guidance of graduate students”.