Tensor Computation for Data Analysis
Tensor is a natural representation for multi-dimensional data, and tensor computation can avoid possible multi-linear data structure loss in classical matrix computation-based data analysis. This book is intended to provide non-specialists an overall understanding of tensor computation and its applications in data analysis, and benefits researchers, engineers, and students with theoretical, computational, technical and experimental details. It presents a systematic and up-to-date overview of tensor decompositions from the engineer's point of view, and comprehensive coverage of tensor computation based data analysis techniques. In addition, s…
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Produktdetails
Weitere Autoren: Zhu, Ce / Long, Zhen / Liu, Jiani
- ISBN: 978-3-030-74385-7
- EAN: 9783030743857
- Produktnummer: 37443409
- Verlag: Springer International Publishing
- Sprache: Englisch
- Erscheinungsjahr: 2021
- Seitenangabe: 360 S.
- Masse: H24.1 cm x B16.0 cm x D2.5 cm 705 g
- Auflage: 1st ed. 2022
- Abbildungen: HC runder Rücken kaschiert
- Gewicht: 705
Über den Autor
Yipeng Liu received the BSc degree and the PhD degree from University of Electronic Science and Technology of China (UESTC), Chengdu, in 2006 and 2011, respectively. In 2011, he was a research engineer at Huawei Technologies, Chengdu, China. From 2011 to 2014, he was a postdoctoral research fellow at University of Leuven, Leuven, Belgium. Since 2014, he has been an associate professor with UESTC, Chengdu, China. His main research interest is tensor computation for data analysis. He has authored or co-authored over 70 publications, and held more than 10 patents. He has given tutorials on several international conferences, such as ICIP 2020, SSCI 2020, ISCAS 2019, SiPS 2019, and APSIPA ASC 2019. He has been an associate editor for IEEE Signal Processing Letters. Zhen Long received the BSc degree in Electronic Information Engineering from the Southwest University of Science and Technology, Mianyang, China, in 2016. From 2016 to now, she is a PhD student with the University of Electronic Science and Technology of China (UESTC), Chengdu, China. Her research interest is tensor signal processing.Jiani Liu received the BSc degree in Electronic Information Engineering from University of Electronic Science and Technology of China (UESTC), Chengdu, China, in 2016. From 2016 to now, she is a PhD student with the UESTC, Chengdu, China. Her research interest is tensor for machine learning.Ce Zhu is currently a professor with the School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China. He had been with Nanyang Technological University, Singapore, for 14 years from 1998 to 2012. His research interests include image/video coding and communications, video analysis, and tensor signal processing. He has served on the editorial boards of a few journals, including as an Associate Editor of IEEE Transactions on Image Processing, IEEE Transactions on Circuits and Systems for Video Technology, IEEE Transactions on Broadcasting, IEEE Signal Processing Letters, IEEE Communications Surveys and Tutorials, and as a Guest Editor of IEEE Journal of Selected Topics in Signal Processing. He is a Fellow of the IEEE and a CASS Distinguished Lecturer (2019-2020). He currently serves on the ICME Steering Committee.
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