Smart Data: State-of-the-Art Perspectives in Computing and Applications

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. MUÑOZ-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