From cd4a5be7d82b3d04b59382fdb2e1223e212c4aaa Mon Sep 17 00:00:00 2001 From: Manos Date: Wed, 13 Oct 2021 09:02:09 +0200 Subject: [PATCH] code: Experiments for sel-eps --- code/expt/copenhagen-sel-eps.py | 14 ++++++-------- code/expt/hue-sel-eps.py | 25 ++++++++++++------------- code/expt/t-drive-sel-eps.py | 18 ++++++++---------- 3 files changed, 26 insertions(+), 31 deletions(-) diff --git a/code/expt/copenhagen-sel-eps.py b/code/expt/copenhagen-sel-eps.py index 818e0ec..f636bfe 100644 --- a/code/expt/copenhagen-sel-eps.py +++ b/code/expt/copenhagen-sel-eps.py @@ -29,13 +29,13 @@ def main(args): lmdks_pct = [0, 20, 40, 60, 80, 100] # The privacy budget epsilon = 1.0 - eps_pct = [20, 40, 60, 80] + eps_pct = [.201, .51, .725, .95] markers = [ - '^', # 20 - 'v', # 40 - 'D', # 60 - 's' # 80 + '^', + 'v', + 'D', + 's' ] print('\n##############################', d, '\n') @@ -51,7 +51,6 @@ def main(args): plt.xlim(x_i.min(), x_i.max()) # The y axis plt.ylabel('Mean absolute error (%)') # Set y axis label. - # plt.yscale('log') plt.ylim(0, 100) mae_evt = 0 @@ -86,14 +85,13 @@ def main(args): plt.plot( x_i, mae, - label=str(e/100) + 'ε', + label='{0:.2f}'.format(e) + 'ε', marker=markers[i_e], markersize=lmdk_lib.marker_size, markeredgewidth=0, linewidth=lmdk_lib.line_width ) - plt.axhline( y = mae_evt, color = '#212121', diff --git a/code/expt/hue-sel-eps.py b/code/expt/hue-sel-eps.py index 101ee14..b4fdf37 100644 --- a/code/expt/hue-sel-eps.py +++ b/code/expt/hue-sel-eps.py @@ -27,13 +27,13 @@ def main(args): lmdks_th = [0, .54, .68, .88, 1.12, 10] # The privacy budget epsilon = 1.0 - eps_pct = [20, 40, 60, 80] + eps_pct = [.01, .1, .25, .5] markers = [ - '^', # 20 - 'v', # 40 - 'D', # 60 - 's' # 80 + '^', + 'v', + 'D', + 's' ] print('\n##############################', d, '\n') @@ -47,8 +47,8 @@ def main(args): plt.xlim(x_i.min(), x_i.max()) # The y axis plt.ylabel('Mean absolute error (kWh)') # Set y axis label. - plt.yscale('log') - plt.ylim(.1, 100000) + # plt.yscale('log') + # plt.ylim(.1, 100000) mae_evt = 0 mae_usr = 0 @@ -61,11 +61,10 @@ def main(args): lmdks = seq[seq[:, 1] < lmdks_th[i]] for _ in range(args.iter): - - lmdks = lmdk_sel.find_lmdks_eps(seq, lmdks, epsilon*e/100) + lmdks_sel = lmdk_sel.find_lmdks_eps(seq, lmdks, epsilon*e) # Uniform - rls_data, _ = lmdk_bgt.uniform_cons(seq, lmdks, epsilon*(1 - e/100)) + rls_data, _ = lmdk_bgt.uniform_cons(seq, lmdks_sel, epsilon*(1 - e)) mae[i] += lmdk_bgt.mae_cons(seq, rls_data)/args.iter # Calculate once @@ -82,7 +81,7 @@ def main(args): plt.plot( x_i, mae, - label=str(e/100) + 'ε', + label='{0:.2f}'.format(e) + 'ε', marker=markers[i_e], markersize=lmdk_lib.marker_size, markeredgewidth=0, @@ -94,14 +93,14 @@ def main(args): color = '#212121', linewidth=lmdk_lib.line_width ) - plt.text(x_i[-1] + x_i[-1]*.01, mae_evt - mae_evt*.14, 'event') + plt.text(x_i[-1] + x_i[-1]*.01, mae_evt - mae_evt*.04, 'event') plt.axhline( y = mae_usr, color = '#616161', linewidth=lmdk_lib.line_width ) - plt.text(x_i[-1] + x_i[-1]*.01, mae_usr - mae_usr*.14, 'user') + plt.text(x_i[-1] + x_i[-1]*.01, mae_usr - mae_usr*.04, 'user') path = str('../../rslt/lmdk_sel_eps/' + d) # Plot legend diff --git a/code/expt/t-drive-sel-eps.py b/code/expt/t-drive-sel-eps.py index 5960074..0a3baff 100644 --- a/code/expt/t-drive-sel-eps.py +++ b/code/expt/t-drive-sel-eps.py @@ -45,13 +45,13 @@ def main(args): bgt_conf = [ {'epsilon': 1}, ] - eps_pct = [20, 40, 60, 80] + eps_pct = [.01, .1, .25, .5] markers = [ - '^', # 20 - 'v', # 40 - 'D', # 60 - 's' # 80 + '^', + 'v', + 'D', + 's' ] # The x axis @@ -72,8 +72,6 @@ def main(args): plt.xlim(x_i.min(), x_i.max()) # The y axis plt.ylabel('Mean absolute error (m)') # Set y axis label. - plt.yscale('log') - plt.ylim(1, 1000000) mae_evt = 0 mae_usr = 0 @@ -88,10 +86,10 @@ def main(args): for bgt in bgt_conf: for _ in range(args.iter): - lmdks = lmdk_sel.find_lmdks_eps(seq, lmdks, bgt['epsilon']*e/100) + lmdks_sel = lmdk_sel.find_lmdks_eps(seq, lmdks, bgt['epsilon']*e) # Uniform - rls_data_u, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon']*(1 - e/100)) + rls_data_u, _ = lmdk_bgt.uniform_r(seq, lmdks_sel, bgt['epsilon']*(1 - e)) mae[i] += lmdk_bgt.mae(seq, rls_data_u)/args.iter # Calculate once @@ -108,7 +106,7 @@ def main(args): plt.plot( x_i, mae, - label=str(e/100) + 'ε', + label='{0:.2f}'.format(e) + 'ε', marker=markers[i_e], markersize=lmdk_lib.marker_size, markeredgewidth=0,