Foreword, ix

Acknowledgement, xi



Editors, xiii



List of Contributors, xv



CHAPTER 1 ■ Extreme Heterogeneity in Deep Learning Architectures 1



JEFF ANDERSON, ARMIN MEHRABIAN, JIAXIN PENG, AND TAREK EL-GHAZAWI



CHAPTER 2 ■ GPU PaaS Computation Model in Aneka Cloud



Computing Environments 19



SHASHIKANT ILAGER, RAJEEV WANKAR, RAGHAVENDRA KUNE, AND RAJKUMAR BUYYA



CHAPTER 3 ■ Toward Complex Search for Encrypted Mobile Cloud



Data via Index Blind Storage 41



YUPENG HU, LINJUN WU, WENJIA LI, KEQIN LI, YONGHE LIU, AND ZHENG QIN



CHAPTER 4 ■ Encrypted Big Data Deduplication in Cloud Storage 63



ZHENG YAN, XUEQIN LIANG, WENXIU DING, XIXUN YU, MINGJUN WANG, AND



ROBERT H. DENG



CHAPTER 5 ■ The Role of NonSQL Databases in Big Data 93



ANTONIO SARASA CABEZUELO



CHAPTER 6 ■ Prescriptive and Predictive Analytics Techniques for



Enabling Cybersecurity 113



NITIN SUKHIJA, SONNY SEVIN, ELIZABETH BAUTISTA, AND DAVID DAMPIER



CHAPTER 7 ■ Multivariate Projection Techniques to Reduce



Dimensionality in Large Datasets 133



I. BARRANCO CHAMORRO, S. MUNOZ-ARMAYONES, A. ROMERO-LOSADA,



AND F. ROMERO-CAMPERO



CHAPTER 8 ■ Geo-Distributed Big Data Analytics Systems: An



Online Learning Approach for Dynamic Deployment 161



YIXIN BAO AND CHUAN WU



CHAPTER 9 ■ The Role of Smart Data in Inference of Human Behavior



and Interaction 191



RUTE C. SOFIA, LILIANA CARVALHO, AND FRANCISCO M. PEREIRA



CHAPTER 10 ■ Compression of Wearable Body Sensor Network Data 215



ROBINSON RAJU, MELODY MOH, AND TENG-SHENG MOH



CHAPTER 11 ■ Population-Specific and Personalized (PSP) Models of



Human Behavior for Leveraging Smart and



Connected Data 243



THEODORA CHASPARI, ADELA C. TIMMONS, AND GAYLA MARGOLIN



CHAPTER 12 ■ Detecting Singular Data for Better Analysis of



Emotional Tweets 259



KIICHI TAGO, KENICHI ITO, AND QUN JIN



CHAPTER 13 ■ Smart Data Infrastructure for Respiratory Health



Protection of Citizens against PM2.5 in Urban Areas 273



DANIEL DUNEA, STEFANIA IORDACHE, ALIN POHOATA, AND EMIL LUNGU



CHAPTER 14 ■ Fog-Assisted Cloud Platforms for Big Data Analytics in



Cyber Physical Systems: A Smart Grid Case Study 289



MD. MUZAKKIR HUSSAIN, MOHAMMAD SAAD ALAM, AND M.M. SUFYAN BEG



CHAPTER 15 ■ When Big Data and Data Science Prefigured Ambient



Intelligence 319



CHRISTOPHE THOVEX



CHAPTER 16 ■ Ethical Issues and Considerations of Big Data 343



EDWARD T. CHEN



CHAPTER 17 ■ Data Protection by Design in Smart Data Environments 359



PAOLO BALBONI



INDEX, 391