big data
2016-05-09 18:46:19 0 举报
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Material and methods
goals
design technology independent reference architecture
classify related technologies and products/services
research questions
What elements comprise reference architecture for big data systems?
How to classify technologies and products/services of big data system?
Theoretical background
big data research
short survey of state-of-the-art in architectures
comprehensive survey of big data
survey focused on big data opportunities and challenges
framework for big data mining
reference architecture for big data systems
multi-dimensional classification space and five types of reference architecture
service-oriented reference architecture
big data cases
Discussion
online layer
merge layer
data layer
index layer
service layer
concentration on selected technologies
reference architecture should be evaluated with a real big data use case
Design and construction of reference architecture
design of the reference architecture
data sources
mobility
in situ
streaming
structure
structured
unstructured
semi-structured
data extraction
data loading and pre-processing
data processing
data analysis
data loading and transformation
interfacing and visualization
visualization application
dashboarding application
end user application
data storage
construction of the reference architecture
Facebook
LinkedIn
Twitter
Netflix
BlockMon
Network Measurement
FIU-Miner
Review of big data technologies
Classification of big data technologies and commercial products/services
data collection and storage
benchmarking
novel technology frameworks
virtualization
cloud-based solutions
commercial products and services
Survey of related work
stream processing
Remote Direct Memory Access (RDMA)
Processing Elements (PE)
Processing Nodes (PN)
directed acyclic graph (DAG)
Service Level Agreement (SLA)
graph models
Resource Description Framework (RDF)
XGDBench
OrientDB
business intelligence and visualization
Extract-Transform-Load (ETL)
computational methods for improving performance of visual analytics
big data benchmarking
BigBench
LinkBench
BigDataBench
virtualization and cloud-based solutions
Full virtualization
Paravirtualization
OS-level virtualization
Native virtualization
full- and paravirtualization models
paravirtualization and OS-based virtualization
new technology frameworks
ASTERIX
Flink/Stratosphere
commercial services
SaaS
IaaS
Analytics infrastructure
DaaS
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