Fault Localization Analysis Based on Deep Neural Network

Table 7

Effectiveness comparison of four techniques.

EXAM score	% of the faulty versions
	DNN	BPNN	PPDG	Tarantula
100%-99%	12.29%	6.56%	41.94%	13.93%
99%–90%	61.48%	43.44%	31.45%	41.80%
90%–80%	21.31%	24.59%	13.71%	5.74%
80%–70%	4.10%	11.48%	2.42%	9.84%
70%–60%	0.00%	7.38%	2.42%	8.20%
60%–50%	0.82%	3.28%	5.65%	7.38%
50%–40%	0.00%	3.28%	1.61%	0.82%
40%–30%	0.00%	0.00%	0.00%	0.82%
30%–20%	0.00%	0.00%	0.80%	4.10%
20%–10%	0.00%	0.00%	0.00%	7.38%
10%–0%	0.00%	0.00%	0.00%	0.00%