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

Table 7

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

Sample Size	Original Resnik Total Time (ns)	Threaded Resnik Total Time (ns) (Input Data Divided Equally)			% Threaded Resnik Total Time (Input Data Divided Equally) vs. Original Resnik Total Time
		2 Slaves	3 Slaves	4 Slaves	2 Slaves	3 Slaves	4 Slaves
10	2560906085	379861713	329100621	207469547	-85.17	-87.15	-91.90
100	5350898201	234863609	223428959	403408364	-95.61	-95.82	-92.46
1000	5224382582	546062707	348324714	418142340	-89.55	-93.33	-92.00
10000	2997898214	1315383851	507249110	408547630	-56.12	-83.08	-86.37
100000	9417548254	3374684138	3254669438	3745141194	-64.17	-65.44	-60.23
1000000	46988654302	22114717802	19225589479	13719464210	-52.94	-59.08	-70.80
Average	12090047940	4660928970	3981393720	3150362214	-73.93	-80.65	-82.29