Open azhe825 opened 8 years ago
25 repeats, took about 1 day on ncsu hpcc.
Hall, Tracy, Sarah Beecham, David Bowes, David Gray, and Steve Counsell. "A Systematic Literature Review on Fault Prediction Performance in Software Engineering."
Wahono, Romi Satria. "A systematic literature review of software defect prediction: research trends, datasets, methods and frameworks." Journal of Software Engineering 1, no. 1 (2015): 1-16.
Question: is the figure clear enough? or make it double with medians and iqrs on different figs?
P_U_S_A vs. P_U_S_N P_U_S_A wins. For last code, A is better than N (aggressive undersampling is useful)
Compare the third code P_U_S_A vs. P_U_C_A No clear winner. C is better than S due to its ability to continuous update the model.
Compare the second code P_U_C_A vs. P_C_C_A No clear winner, let's keep both.
Compare the first code P_U_C_A vs. P_C_C_A vs.H_U_C_A vs. H_C_C_A H is better than P. H_U_C_A and H_C_C_A are similar.
Compare H_U_C_A and H_C_C_A in terms of stability:
H_C_C_A outperforms H_U_C_A in terms of stability.
Comparing to state-of-the-art: H_C_C_A vs. H_C_C_N vs. P_U_S_A
H_C_C_A outperforms either of the state-of-the-art methods.
25 repeats, took about 1 day on ncsu hpcc.
Hall Result
Hall, Tracy, Sarah Beecham, David Bowes, David Gray, and Steve Counsell. "A Systematic Literature Review on Fault Prediction Performance in Software Engineering."
Wahono Result
Wahono, Romi Satria. "A systematic literature review of software defect prediction: research trends, datasets, methods and frameworks." Journal of Software Engineering 1, no. 1 (2015): 1-16.
Question: is the figure clear enough? or make it double with medians and iqrs on different figs?
Comparisons for each code:
P_U_S_A vs. P_U_S_N P_U_S_A wins. For last code, A is better than N (aggressive undersampling is useful)
Compare the third code P_U_S_A vs. P_U_C_A No clear winner. C is better than S due to its ability to continuous update the model.
Compare the second code P_U_C_A vs. P_C_C_A No clear winner, let's keep both.
Compare the first code P_U_C_A vs. P_C_C_A vs.H_U_C_A vs. H_C_C_A H is better than P. H_U_C_A and H_C_C_A are similar.
Compare H_U_C_A and H_C_C_A in terms of stability:
H_C_C_A outperforms H_U_C_A in terms of stability.
Comparing to state-of-the-art: H_C_C_A vs. H_C_C_N vs. P_U_S_A
H_C_C_A outperforms either of the state-of-the-art methods.