High Performance Computing for Big Data: Methodologies and Applications

ISBN-13: 9780367572891 / Angielski / Miękka / 2020 / 286 str.

Chao Wang

Opis

This book presents state-of-the-art research, methodologies, and applications of high performance computing for big data applications. It covers fundamental issues in Big Data research, including emerging architectures for data-intensive applications, novel analytical strategies to boost data processing, and cutting-edge applications.

Spis treści

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

O autorze

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.