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

Table 22

Total 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	37.74	-73.17	267.90
100	28.81	-53.06	9.45
1000	35.08	92.89	89.00
10000	24.79	58.41	157.26
100000	62.07	37.71	36.95
1000000	30.70	58.37	-10.80
Average	36.53	20.20	91.63