Handling Big Data Scalability in Biological Domain Using Parallel and Distributed Processing: A Case of Three Biological Semantic Similarity Measures

Table 21

Average time reduction obtained using Threaded SSDD in a distributed system with input data divided by their similarity versus input data divided equally.

Number of Gene Pairs	Improvement Percentage (IP)
	2 Slaves	3 Slaves	4 Slaves
10	-20	-84.42	-89.55
100	-31.74	-74.06	-84.86
1000	-29.89	-74.43	-83.98
10000	-61.79	-77.92	-72.71
100000	-36.34	-17.06	-29.92
1000000	35.22	92.79	-38.32
Average	-2.41E+01	-3.92E+01	-6.66E+01