Cloud for Distributed Data Analysis Based on the Actor Model

Table 4

Experimental results (s).

Cloud	Action	ITCD	TD	MR	FOTP	FDD
—	Data set loading time	1	1	2	5	15
Azure ML	Local data centralized analysis (1 handler)	4	5	13	26	132
	Local data centralized analysis (4 handlers)	4	4	11	17	63
	Data set loading and centralized analysis	5	7	20	43	83
Spark MLlib	Local data centralized analysis (1 handler)	3	4	6	11	157
	Local data centralized analysis (4 handlers)	2	3	5	6	59
	Data set loading and centralized analysis	3	6	10	16	76
CDDA	Local data centralized analysis (1 handler)	0.4	1	9	12	121
	Local data centralized analysis (4 handlers)	0.5	1	3	4	37
	Data set loading and centralized analysis	1.5	2.8	8	15	74
CDDA	Distributed data analysis (4 handlers)	1	2	4	6	41