Page 21 - Big Data Analytics for Intelligent Healthcare Management
P. 21
Mining Classification Classification Continued
Data Technique Prediction Clustering Clustering Prediction Prediction Association Clustering Prediction Prediction Association Prediction
of
Dimension Data Management Volume, variety, velocity Volume, variability Variety, velocity, veracity Volume, velocity Volume, velocity Variability, veracity, variability Variability, velocity Variety, veracity Volume, velocity, variability Volume, velocity, variability Variety, veracity Variability, variety, variability Veracity, variability
Type of Data Audio Social Video Text Operational Social Audio Cloud service Data M2M Text Video Operational Data M2M
Mechanism Reactive Reactive Proactive Proactive Reactive Proactive Proactive Proactive Reactive Proactive Proactive Proactive Reactive
SQL Cassandra MongodB Cassandra Cassandra Cassandra MongodB Cassandra Couchbase
No DBMS Hbase Neo4J Hbase Neo4J Hbase
of Analytics Predictive Predictive Predictive Predictive Predictive
Type Audio Social Video Text Social Audio Text Video
Analytics Ease of Use Cost √ ✖ ✖ ✖ ✖ ✖ √ ✖ ✖ √ ✖ ✖ √
Data ✖ ✖ √ ✖ ✖ √ ✖ ✖ ✖ ✖ ✖ √ √
Big Virtualization
for ✖ √ ✖ √ √ ✖ ✖ ✖ ✖ √ √ ✖ ✖
Algorithms Agility √ ✖ ✖ √ ✖ ✖ √ ✖ ✖ ✖ ✖ √ ✖
Bio-Inspired Fault Tolerance ✖ ✖ √ √ ✖ ✖ ✖ ✖ ✖ √ √ ✖ ✖
of Storage √ ✖ √ ✖ ✖ √ ✖ ✖ ✖ ✖ ✖ ✖ √
Comparison Scalability
1.1 ✖ [9] √ [18] ✖ [19] ✖ √ [15] ✖ √ [20] ✖ √ [35] ✖ [22] √ √ ✖
Table Technique ABC FSO FSOH [14] SA SAFS FSOSAH [16] PSO PCPSO [21] PS2O CSO [23] SI [17] CO [10] GA