1st Edition
High Performance Computing for Big Data Methodologies and Applications
Section I Big Data Architectures
Chapter 1 ◾ Dataflow Model for Cloud Computing Frameworks in Big Data
Dong Dai, Yong Chen, and Gangyong Jia
Chapter 2 ◾ Design of a Processor Core Customized for Stencil Computation
Youyang Zhang, Yanhua Li, and Youhui Zhang
Chapter 3 ◾ Electromigration Alleviation Techniques for 3D Integrated Circuits
Yuanqing Cheng, Aida Todri-Sanial, Alberto Bosio, Luigi Dilillo, Patrick Girard, Arnaud Virazel, Pascal Vivet, and Marc Belleville
Chapter 4 ◾ A 3D Hybrid Cache Design for CMP Architecture for Data-Intensive Applications
Ing-Chao Lin, Jeng-Nian Chiou, and Yun-Kae Law
Section II Emerging Big Data Applications
Chapter 5 ◾ Matrix Factorization for Drug–Target Interaction Prediction
Yong Liu, Min Wu, Xiao-Li Li, and Peilin Zhao
Chapter 6 ◾ Overview of Neural Network Accelerators
Yuntao Lu, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 7 ◾ Acceleration for Recommendation Algorithms in Data Mining
Chongchong Xu, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 8 ◾ Deep Learning Accelerators
Yangyang Zhao, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 9 ◾ Recent Advances for Neural Networks Accelerators and Optimizations
Fan Sun, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 10 ◾ Accelerators for Clustering Applications in Machine Learning
Yiwei Zhang, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 11 ◾ Accelerators for Classification Algorithms in Machine Learning
Shiming Lei, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Chapter 12 ◾ Accelerators for Big Data Genome Sequencing
Haijie Fang, Chao Wang, Shiming Lei, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou
Biography
Prof. Chao Wang received B.S. and Ph.D. degrees from School of Computer Science, University of Science and Technology of China, in 2006 and 2011 respectively. He has been a postdoctoral researcher in USTC from 2011 to 2013. He also worked with Infineon Technologies A.G. in 2007-2008. He is the associate editor of Microprocessors and Microsystems, IET Computers & Digital Techniques, and International Journal of Electronics.
