Page 22 - Big Data Analytics for Intelligent Healthcare Management

Mining Classification Classification Classification

Data Technique Clustering Association Clustering Association Prediction Clustering Clustering Prediction Association Association Clustering

of
Dimension Data Management Volume, variability, velocity Veracity, variability, velocity Volume, velocity, variety Volume, veracity, velocity Velocity, variability Velocity, veracity, variability Variety, veracity Volume, velocity, variety Volume, variability, velocity Velocity, veracity, variability Volume, velocity Volume, variability, velocity Volume, variety, veracity, vari

Type of Data Transactional Social Video Audio Cloud service Operational Audio Text Transactional Operational Transactional Text Cloud service Transactional

Mechanism Proactive Proactive Reactive Reactive Proactive Proactive Proactive Reactive Reactive Proactive Proactive Proactive Reactive Reactive

SQL MongodB Cassandra Cassandra MongodB Couchbase Cassandra Cassandra Couchbase Cassandra MongodB
No of DBMS Hbase Neo4J Hbase Hbase

Analytics—cont’d Ease Type of Analytics Use Predictive √ Social ✖ Video ✖ Audio ✖ Predictive √ Predictive ✖ Audio √ Text ✖ Predictive √ Predictive ✖ Predictive √ Text ✖ Predictive √ Predictive ✖

Data Cost ✖ √ ✖ ✖ ✖ ✖ ✖ ✖ ✖ √ ✖ ✖ ✖ √
Big Virtualization
for ✖ √ ✖ ✖ ✖ ✖ ✖ ✖ ✖ √ ✖ ✖ √ ✖
Algorithms Agility √ ✖ ✖ √ √ √ ✖ ✖ ✖ ✖ √ ✖ ✖ ✖

Bio-Inspired Fault Tolerance ✖ ✖ √ √ ✖ ✖ √ √ √ ✖ √ ✖ ✖ ✖

of Storage √ ✖ √ ✖ √ ✖ ✖ ✖ ✖ √ ✖ ✖ √ √
Comparison Scalability

1.1 ✖ [24] √ [25] ✖ ✖ ✖ √ [26] √ [27] ✖ [28] √ [29] ✖ ✖ [31] √ [33] ✖ [34] ✖ [32]
Table Technique ACO IACO [12] DE [11] GP [13] ES SFL FSW IWD BFO BFON [30] AIS IWC BBO GSO