Reproduction
The experimental data are released with ApproxBias.
To reproduce our empirical results for non-binary cases [1], you may do as follows.
1$ # cd ~/ApproxBias
2$ python hfm_nonbin_draw.py -exp mCV_expt4b # Fig. 1, 2, 5 & 4; Tables 3 & 4
3$ python hfm_nonbin_draw.py -exp rept_expt5a -m1 20 # Fig. 6 & 7
4$ python hfm_nonbin_draw.py -exp rept_expt5b -m2 8 # Fig. 6 & 7
5$ python hfm_nonbin_draw.py -exp rept_expt7a -m1 20 -m2 8 # Fig. 8
6$ python hfm_nonbin_draw.py -rev -ratio .97 -exp mCV_rexp1b # Fig. 9 & 4
7$ python hfm_nonbin_draw.py -rev -ratio .97 -exp mCV_rexp2c # Fig. 10
8$ python hfm_nonbin_draw.py -rev -ratio .97 -exp mCV_rexp3e # Fig. 3