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

Table 14

Total time obtained using a distributed system (2, 3, and 4 slaves) with Enhanced Resnik and input data divided by their similarity.

Number of Gene Pairs	Original Resnik Total Time (ns)	Threaded Resnik Total Time (ns) (Input Data Divided by Their Similarity)			% Threaded Resnik Total Time (Input Data Divided by Their Similarity) vs. Original Resnik Total Time
		2 Slaves	3 Slaves	4 Slaves	2 Slaves	3 Slaves	4 Slaves
10	2560906085	335066219	211190589	3208745299	-86.92	-91.75	25.30
100	5350898201	854315104	794283629	711803925	-84.03	-85.16	-86.70
1000	5224382582	8390205103	7467893056	8870113085	60.60	42.94	69.78
10000	2997898214	93562482698	80426435081	68009514911	3020.94	2582.76	2168.57
100000	9417548254	5.81006E+11	6.31117E+11	6.47021E+11	6069.40	6601.50	6770.38
1000000	46988654302	6.55475E+12	6.35691E+12	6.12695E+12	13849.64	13428.62	12939.22
Average	12090047940	1.20648E+12	1.17949E+12	1.14246E+12	3804.94	3746.49	3647.76