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

Table 6

Total time and IPs obtained using original and Threaded SORA.

Sample Size	Original SORA Total Time (ns)	Threaded SORA Total Time (ns)	Improvement Percentage (IP)
10	1708984548	448755395	-73.74
100	12714096406	7988678157	-37.17
1000	1.11216E+11	74128196605	-33.35
10000	3.51063E+13	3.06089E+13	-12.81
100000	X	X	X
1000000	X	X	X
Average	8.80799E+12	7.67286E+12	-39.27

X indicates that, due to limited memory, the system required many hours to find the similarity of some of the pairs.