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

Table 5

Average time and IPs obtained using original and Threaded SORA.

Sample Size	Original SORA Average Time (ns)	Threaded SORA Average Time (ns)	Improvement Percentage (IP)
10	4.14E+07	2.08E+07	-49.76
100	1.23E+08	7.71E+07	-37.39
1000	1.11E+08	7.23E+07	-34.75
10000	3.51E+09	3.06E+09	-12.81
100000	X	X	X
1000000	X	X	X
Average	9.47E+08	8.08E+08	-33.68

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