High Performance Computing for Big Data : Methodologies and Applications (Paperback)

Section I?Big Data ArchitecturesChapter 1 ? Dataflow Model for Cloud Computing Frameworks in Big DataDong Dai, Yong Chen, and Gangyong JiaChapter 2 ? Design of a Processor Core Customized for Stencil ComputationYouyang Zhang, Yanhua Li, and Youhui ZhangChapter 3 ? Electromigration Alleviation Techniques for 3D Integrated CircuitsYuanqing Cheng, Aida Todri-Sanial, Alberto Bosio, Luigi Dilillo, Patrick Girard, Arnaud Virazel, Pascal Vivet, and Marc BellevilleChapter 4 ? A 3D Hybrid Cache Design for CMP Architecture for Data-Intensive ApplicationsIng-Chao Lin, Jeng-Nian Chiou, and Yun-Kae LawSection II?Emerging Big Data ApplicationsChapter 5 ? Matrix Factorization for Drug?Target Interaction PredictionYong Liu, Min Wu, Xiao-Li Li, and Peilin ZhaoChapter 6 ? Overview of Neural Network AcceleratorsYuntao Lu, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 7 ? Acceleration for Recommendation Algorithms in Data MiningChongchong Xu, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 8 ? Deep Learning AcceleratorsYangyang Zhao, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 9 ? Recent Advances for Neural Networks Accelerators and OptimizationsFan Sun, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 10 ? Accelerators for Clustering Applications in Machine LearningYiwei Zhang, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 11 ? Accelerators for Classification Algorithms in Machine LearningShiming Lei, Chao Wang, Lei Gong, Xi Li, Aili Wang, and Xuehai ZhouChapter 12 ? Accelerators for Big Data Genome SequencingHaijie Fang, Chao Wang, Shiming Lei, Lei Gong, Xi Li, Aili Wang, and Xuehai Zhou