TY - GEN
T1 - Trustworthy processing of healthcare big data in hybrid clouds
AU - Nepal, Surya
AU - Ranjan, Rajiv
AU - Choo, Kim Kwang Raymond
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2015/3/1
Y1 - 2015/3/1
N2 - Managing large, heterogeneous, and rapidly increasing volumes of data, and extracting value out of such data, has long been a challenge. In the past, this was partially mitigated by fast processing technologies that exploited Moore's law. However, with a fundamental shift toward big data applications, data volumes are growing faster than they can be analyzed, regardless of increased CPU speeds or other performance improvements. Efforts thus need to focus on the development of security and privacy techniques that can deal with changing volume, velocity, and variety of heterogeneous dataflow, be ported to diverse big data programming frameworks, deal with variable computational complexity due to heterogeneous VM, storage, and network configurations across multiple clouds, and be seamlessly implemented in multicloud orchestration APIs such as jclouds.
AB - Managing large, heterogeneous, and rapidly increasing volumes of data, and extracting value out of such data, has long been a challenge. In the past, this was partially mitigated by fast processing technologies that exploited Moore's law. However, with a fundamental shift toward big data applications, data volumes are growing faster than they can be analyzed, regardless of increased CPU speeds or other performance improvements. Efforts thus need to focus on the development of security and privacy techniques that can deal with changing volume, velocity, and variety of heterogeneous dataflow, be ported to diverse big data programming frameworks, deal with variable computational complexity due to heterogeneous VM, storage, and network configurations across multiple clouds, and be seamlessly implemented in multicloud orchestration APIs such as jclouds.
KW - big data
KW - big data processing
KW - cloud computing
KW - healthcare
KW - Internet-connected devices
KW - privacy
UR - http://www.scopus.com/inward/record.url?scp=84970003207&partnerID=8YFLogxK
U2 - 10.1109/MCC.2015.36
DO - 10.1109/MCC.2015.36
M3 - General Article
AN - SCOPUS:84970003207
SN - 2325-6095
VL - 2
SP - 78
EP - 84
JO - IEEE Cloud Computing
JF - IEEE Cloud Computing
ER -