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