Update all CER values with ones derived from the distributions

2025-09-29 21:53:51 +02:00 · 2025-09-29 21:53:51 +02:00 · 43ab3f477b
commit 43ab3f477b
parent 72d2fbc4e8
105 changed files with 170 additions and 120 deletions
--- a/paper/fig_cdf_antenna_wire_30mm_p0.3.pdf
+++ b/paper/fig_cdf_antenna_wire_30mm_p0.3.pdf
--- a/paper/fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf
+++ b/paper/fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf
--- a/paper/fig_cdf_distinguish_copies.pdf
+++ b/paper/fig_cdf_distinguish_copies.pdf
--- a/paper/fig_cdf_distinguish_copies_large_run.pdf
+++ b/paper/fig_cdf_distinguish_copies_large_run.pdf
--- a/paper/fig_cdf_distinguish_layouts.pdf
+++ b/paper/fig_cdf_distinguish_layouts.pdf
--- a/paper/fig_cdf_environment_p0.3.pdf
+++ b/paper/fig_cdf_environment_p0.3.pdf
--- a/paper/fig_cdf_environment_p0.3_minmax.pdf
+++ b/paper/fig_cdf_environment_p0.3_minmax.pdf
--- a/paper/fig_cdf_environment_p0.4.pdf
+++ b/paper/fig_cdf_environment_p0.4.pdf
--- a/paper/fig_cdf_environment_p0.4_minmax.pdf
+++ b/paper/fig_cdf_environment_p0.4_minmax.pdf
--- a/paper/fig_cdf_environment_p0.6.pdf
+++ b/paper/fig_cdf_environment_p0.6.pdf
--- a/paper/fig_cdf_environment_p0.6_minmax.pdf
+++ b/paper/fig_cdf_environment_p0.6_minmax.pdf
--- a/paper/fig_cdf_environment_p1.0.pdf
+++ b/paper/fig_cdf_environment_p1.0.pdf
--- a/paper/fig_cdf_environment_p1.0_minmax.pdf
+++ b/paper/fig_cdf_environment_p1.0_minmax.pdf
--- a/paper/fig_cdf_environment_ref_probe_p0.3.pdf
+++ b/paper/fig_cdf_environment_ref_probe_p0.3.pdf
--- a/paper/fig_cdf_environment_ref_probe_p0.3_minmax.pdf
+++ b/paper/fig_cdf_environment_ref_probe_p0.3_minmax.pdf
--- a/paper/fig_cdf_hot_mesh.pdf
+++ b/paper/fig_cdf_hot_mesh.pdf
--- a/paper/fig_cdf_open_p0.3.pdf
+++ b/paper/fig_cdf_open_p0.3.pdf
--- a/paper/fig_cdf_open_p0.3_minmax.pdf
+++ b/paper/fig_cdf_open_p0.3_minmax.pdf
--- a/paper/fig_cdf_open_p0.4.pdf
+++ b/paper/fig_cdf_open_p0.4.pdf
--- a/paper/fig_cdf_open_p0.4_minmax.pdf
+++ b/paper/fig_cdf_open_p0.4_minmax.pdf
--- a/paper/fig_cdf_patch_0.3mm_large_sample_minmax.pdf
+++ b/paper/fig_cdf_patch_0.3mm_large_sample_minmax.pdf
--- a/paper/fig_cdf_patch_interleave_baseline.pdf
+++ b/paper/fig_cdf_patch_interleave_baseline.pdf
--- a/paper/fig_cdf_patch_interleave_classifier.pdf
+++ b/paper/fig_cdf_patch_interleave_classifier.pdf
--- a/paper/fig_cdf_patch_p0.3.pdf
+++ b/paper/fig_cdf_patch_p0.3.pdf
--- a/paper/fig_cdf_patch_p0.3_minmax.pdf
+++ b/paper/fig_cdf_patch_p0.3_minmax.pdf
--- a/paper/fig_cdf_patch_repeat_p0.3.pdf
+++ b/paper/fig_cdf_patch_repeat_p0.3.pdf
--- a/paper/fig_cdf_patch_repeat_p0.3_minmax.pdf
+++ b/paper/fig_cdf_patch_repeat_p0.3_minmax.pdf
--- a/paper/fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf
+++ b/paper/fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf
--- a/paper/fig_cdf_patch_repeat_tridelta_p0.3.pdf
+++ b/paper/fig_cdf_patch_repeat_tridelta_p0.3.pdf
--- a/paper/fig_cdf_patch_tdp0604_p0.3.pdf
+++ b/paper/fig_cdf_patch_tdp0604_p0.3.pdf
--- a/paper/fig_cdf_patch_tdp0604_p0.3_minmax.pdf
+++ b/paper/fig_cdf_patch_tdp0604_p0.3_minmax.pdf
--- a/paper/fig_cdf_probe_0.3.pdf
+++ b/paper/fig_cdf_probe_0.3.pdf
--- a/paper/fig_cdf_probe_0.4.pdf
+++ b/paper/fig_cdf_probe_0.4.pdf
--- a/paper/fig_cdf_probe_points_p0.3.pdf
+++ b/paper/fig_cdf_probe_points_p0.3.pdf
--- a/paper/fig_cdf_probe_points_p0.3_minmax.pdf
+++ b/paper/fig_cdf_probe_points_p0.3_minmax.pdf
--- a/paper/fig_cdf_probe_points_p0.4.pdf
+++ b/paper/fig_cdf_probe_points_p0.4.pdf
--- a/paper/fig_cdf_probe_points_p0.4_minmax.pdf
+++ b/paper/fig_cdf_probe_points_p0.4_minmax.pdf
--- a/paper/fig_cdf_short_across_traces_p0.3.pdf
+++ b/paper/fig_cdf_short_across_traces_p0.3.pdf
--- a/paper/fig_cdf_short_across_traces_p0.3_minmax.pdf
+++ b/paper/fig_cdf_short_across_traces_p0.3_minmax.pdf
--- a/paper/fig_cdf_short_across_traces_p0.4.pdf
+++ b/paper/fig_cdf_short_across_traces_p0.4.pdf
--- a/paper/fig_cdf_short_across_traces_p0.4_minmax.pdf
+++ b/paper/fig_cdf_short_across_traces_p0.4_minmax.pdf
--- a/paper/fig_cdf_short_within_0.3.pdf
+++ b/paper/fig_cdf_short_within_0.3.pdf
--- a/paper/fig_cdf_short_within_0.3_min_max.pdf
+++ b/paper/fig_cdf_short_within_0.3_min_max.pdf
--- a/paper/fig_cdf_soldering_p0.3.pdf
+++ b/paper/fig_cdf_soldering_p0.3.pdf
--- a/paper/fig_cdf_soldering_p0.3_minmax.pdf
+++ b/paper/fig_cdf_soldering_p0.3_minmax.pdf
--- a/paper/fig_cdf_time_drift.pdf
+++ b/paper/fig_cdf_time_drift.pdf
--- a/paper/fig_cdf_time_drift_minmax.pdf
+++ b/paper/fig_cdf_time_drift_minmax.pdf
--- a/paper/fig_cdf_touch_combined.pdf
+++ b/paper/fig_cdf_touch_combined.pdf
--- a/paper/fig_cdf_touch_ground.pdf
+++ b/paper/fig_cdf_touch_ground.pdf
--- a/paper/fig_cdf_touch_mesh.pdf
+++ b/paper/fig_cdf_touch_mesh.pdf
--- a/paper/fig_patch_interleave_scatter.pdf
+++ b/paper/fig_patch_interleave_scatter.pdf
--- a/paper/fig_results_antenna_wire_30mm_p0.3.txt
+++ b/paper/fig_results_antenna_wire_30mm_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-07-15T16:44:48.326141
+Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-09-29T17:48:25.583512

 setting threshold for quantile 0.001
 Baseline threshold set at 0.984799
@ -9,4 +9,5 @@ Cross class: 0.979±0.00436 min: 0.971 max: 0.985

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.095942766287
-EER: 0.006896551724137931 th: 0.9849765969646525
+EER (from histogram): 0.006896551724137931 th: 0.9849765969646525
+EER (from distribution): 0.066684634 / 0.066684634 @ 0.985652766
--- a/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt
+++ b/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-07-15T16:44:48.468680
+Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-09-29T17:48:25.798365

 setting threshold for quantile 0.001
 Baseline threshold set at 0.414871
@ -9,4 +9,5 @@ Cross class: 0.281±0.191 min: -0.253 max: 0.534

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.240736936325
-EER: 0.11071428571428572 th: 0.4874180862770304
+EER (from histogram): 0.11071428571428572 th: 0.4874180862770304
+EER (from distribution): 0.131194926 / 0.131194926 @ 0.494367151
--- a/paper/fig_results_distinguish_copies.txt
+++ b/paper/fig_results_distinguish_copies.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-08-28T15:53:37.784314
+Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-09-29T17:47:19.344342

 setting threshold for quantile 0.001
 Baseline threshold set at 0.969164
@ -9,4 +9,5 @@ Cross class: 0.972±0.000948 min: 0.971 max: 0.974

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.998561522708
-EER: 0.0 th: 0.9740695398296001
+EER (from histogram): 0.0 th: 0.9740695398296001
+EER (from distribution): 0.056009294 / 0.056009294 @ 0.973498155
--- a/paper/fig_results_distinguish_copies_large_run.txt
+++ b/paper/fig_results_distinguish_copies_large_run.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-07-15T16:44:01.557786
+Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-09-29T17:47:25.546847

 setting threshold for quantile 0.001
 Baseline threshold set at 0.995906
@ -9,4 +9,5 @@ Cross class: 0.993±0.00153 min: 0.988 max: 0.995

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.016860093382
-EER: 0.0 th: 0.9957236470464688
+EER (from histogram): 0.0 th: 0.9957236470464688
+EER (from distribution): 0.011093642 / 0.011093642 @ 0.996156786
--- a/paper/fig_results_distinguish_layouts.txt
+++ b/paper/fig_results_distinguish_layouts.txt
@ -1,12 +1,13 @@
-Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-07-15T16:44:01.812235
+Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-09-29T17:47:25.806538

 setting threshold for quantile 0.001
-Baseline threshold set at 0.078150
+Baseline threshold set at 0.157954

 Distribution parameters:
-Within class: 0.326±0.0803 min: 0.209 max: 0.438
-Cross class: -0.253±0.368 min: -1.01 max: 0.122
+Within class: 0.315±0.0508 min: 0.237 max: 0.432
+Cross class: -0.219±0.335 min: -0.857 max: 0.0943

 Type 1 error (false alarm rate): 0.001000000000
-Type 2 error (missed alarm rate): 0.184411874207
-EER: 0.0 th: 0.18489684728102906
+Type 2 error (missed alarm rate): 0.130202329099
+EER (from histogram): 0.0 th: 0.2132482612886455
+EER (from distribution): 0.083194812 / 0.083194812 @ 0.244590747
--- a/paper/fig_results_environment_p0.3.txt
+++ b/paper/fig_results_environment_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-07-15T16:44:49.075292
+Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-09-29T17:48:26.757950

 setting threshold for quantile 0.001
 Baseline threshold set at 0.998123
@ -9,4 +9,5 @@ Cross class: 0.998±0.000146 min: 0.998 max: 0.999

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.921090860452
-EER: 0.20936863543788187 th: 0.9984578039815136
+EER (from histogram): 0.20936863543788187 th: 0.9984578039815136
+EER (from distribution): 0.177424541 / 0.177424541 @ 0.998465078
--- a/paper/fig_results_environment_p0.3_minmax.txt
+++ b/paper/fig_results_environment_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-07-15T16:44:48.920129
+Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-09-29T17:48:26.497456

 setting threshold for quantile 0.001
 Baseline threshold set at 0.277766
@ -9,4 +9,5 @@ Cross class: 0.456±0.0831 min: 0.159 max: 0.616

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.983801298679
-EER: 0.43344155844155846 th: 0.4819268680028571
+EER (from histogram): 0.43344155844155846 th: 0.4819268680028571
+EER (from distribution): 0.401760820 / 0.401760820 @ 0.476266729
--- a/paper/fig_results_environment_p0.4.txt
+++ b/paper/fig_results_environment_p0.4.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-07-15T16:44:49.476513
+Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-09-29T17:48:27.445055

 setting threshold for quantile 0.001
 Baseline threshold set at 0.999378
@ -9,4 +9,5 @@ Cross class: 0.999±4.11e-05 min: 0.999 max: 0.999

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.453639992261
-EER: 0.12044817927170869 th: 0.9994190026494827
+EER (from histogram): 0.12044817927170869 th: 0.9994190026494827
+EER (from distribution): 0.125361018 / 0.125361020 @ 0.999420514
--- a/paper/fig_results_environment_p0.4_minmax.txt
+++ b/paper/fig_results_environment_p0.4_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-07-15T16:44:49.315328
+Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-09-29T17:48:27.114497

 setting threshold for quantile 0.001
 Baseline threshold set at -0.224840
@ -9,4 +9,5 @@ Cross class: 0.267±0.113 min: -0.268 max: 0.464

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999993051377
-EER: 0.5554098360655737 th: 0.2775342125686779
+EER (from histogram): 0.5554098360655737 th: 0.2775342125686779
+EER (from distribution): 0.565235548 / 0.565235548 @ 0.247967445
--- a/paper/fig_results_environment_p0.6.txt
+++ b/paper/fig_results_environment_p0.6.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.6.pdf / fig_cdf_environment_p0.6.pdf on 2025-07-15T16:44:49.877426
+Results calculated from plots fig_covar_environment_p0.6.pdf / fig_cdf_environment_p0.6.pdf on 2025-09-29T17:48:28.068227

 setting threshold for quantile 0.001
 Baseline threshold set at 0.999525
@ -9,4 +9,5 @@ Cross class: 0.998±0.00646 min: 0.958 max: 1

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.433887270347
-EER: 0.4936708860759494 th: 0.999358371402196
+EER (from histogram): 0.4936708860759494 th: 0.999358371402196
+EER (from distribution): 0.431513878 / 0.431513876 @ 0.999563755
--- a/paper/fig_results_environment_p0.6_minmax.txt
+++ b/paper/fig_results_environment_p0.6_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.6_minmax.pdf / fig_cdf_environment_p0.6_minmax.pdf on 2025-07-15T16:44:49.724838
+Results calculated from plots fig_covar_environment_p0.6_minmax.pdf / fig_cdf_environment_p0.6_minmax.pdf on 2025-09-29T17:48:27.839188

 setting threshold for quantile 0.001
 Baseline threshold set at 0.566647
@ -9,4 +9,5 @@ Cross class: 0.588±0.22 min: -0.767 max: 0.737

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.537913982010
-EER: 0.30085959885386815 th: 0.6502563696561604
+EER (from histogram): 0.30085959885386815 th: 0.6502563696561604
+EER (from distribution): 0.376356010 / 0.376356010 @ 0.656940581
--- a/paper/fig_results_environment_p1.0.txt
+++ b/paper/fig_results_environment_p1.0.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p1.0.pdf / fig_cdf_environment_p1.0.pdf on 2025-07-15T16:44:50.285399
+Results calculated from plots fig_covar_environment_p1.0.pdf / fig_cdf_environment_p1.0.pdf on 2025-09-29T17:48:28.665046

 setting threshold for quantile 0.001
 Baseline threshold set at 0.999382
@ -9,4 +9,5 @@ Cross class: 0.999±5.62e-05 min: 0.999 max: 0.999

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.236271716980
-EER: 0.05526315789473685 th: 0.9994114903583199
+EER (from histogram): 0.05526315789473685 th: 0.9994114903583199
+EER (from distribution): 0.073086402 / 0.073086402 @ 0.999423232
--- a/paper/fig_results_environment_p1.0_minmax.txt
+++ b/paper/fig_results_environment_p1.0_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p1.0_minmax.pdf / fig_cdf_environment_p1.0_minmax.pdf on 2025-07-15T16:44:50.124664
+Results calculated from plots fig_covar_environment_p1.0_minmax.pdf / fig_cdf_environment_p1.0_minmax.pdf on 2025-09-29T17:48:28.413474

 setting threshold for quantile 0.001
 Baseline threshold set at 0.792268
@ -9,4 +9,5 @@ Cross class: 0.829±0.0275 min: 0.728 max: 0.884

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.906439881433
-EER: 0.3001834862385321 th: 0.8454077477751026
+EER (from histogram): 0.3001834862385321 th: 0.8454077477751026
+EER (from distribution): 0.295268990 / 0.295268990 @ 0.843304059
--- a/paper/fig_results_environment_ref_probe_p0.3.txt
+++ b/paper/fig_results_environment_ref_probe_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_ref_probe_p0.3.pdf / fig_cdf_environment_ref_probe_p0.3.pdf on 2025-07-15T16:44:52.962341
+Results calculated from plots fig_covar_environment_ref_probe_p0.3.pdf / fig_cdf_environment_ref_probe_p0.3.pdf on 2025-09-29T17:48:33.499560

 setting threshold for quantile 0.001
 Baseline threshold set at 0.978854
@ -9,4 +9,5 @@ Cross class: 0.951±0.0824 min: 0.698 max: 0.986

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.368705970764
-EER: 0.12996884735202494 th: 0.9821635381409752
+EER (from histogram): 0.12996884735202494 th: 0.9821635381409752
+EER (from distribution): 0.347575226 / 0.347575226 @ 0.983518263
--- a/paper/fig_results_environment_ref_probe_p0.3_minmax.txt
+++ b/paper/fig_results_environment_ref_probe_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_ref_probe_p0.3_minmax.pdf / fig_cdf_environment_ref_probe_p0.3_minmax.pdf on 2025-07-15T16:44:52.799360
+Results calculated from plots fig_covar_environment_ref_probe_p0.3_minmax.pdf / fig_cdf_environment_ref_probe_p0.3_minmax.pdf on 2025-09-29T17:48:33.312311

 setting threshold for quantile 0.001
 Baseline threshold set at 0.187119
@ -9,4 +9,5 @@ Cross class: -0.0202±0.79 min: -2.47 max: 0.551

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.396483909561
-EER: 0.21596401028277637 th: 0.4076621357746832
+EER (from histogram): 0.21596401028277637 th: 0.4076621357746832
+EER (from distribution): 0.290989404 / 0.290989404 @ 0.414632757
--- a/paper/fig_results_hot_mesh.txt
+++ b/paper/fig_results_hot_mesh.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-07-15T16:44:07.874244
+Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-09-29T17:47:32.264351

 setting threshold for quantile 0.001
 Baseline threshold set at 0.980069
@ -9,4 +9,5 @@ Cross class: 0.965±0.0058 min: 0.946 max: 0.972

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.005675672795
-EER: 0.0 th: 0.9805802709390348
+EER (from histogram): 0.0 th: 0.9805802709390348
+EER (from distribution): 0.004663008 / 0.004663008 @ 0.980463714
--- a/paper/fig_results_open_p0.3.txt
+++ b/paper/fig_results_open_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.3.pdf / fig_cdf_open_p0.3.pdf on 2025-07-15T16:44:09.068600
+Results calculated from plots fig_covar_open_p0.3.pdf / fig_cdf_open_p0.3.pdf on 2025-09-29T17:47:33.622674

 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@ -9,4 +9,5 @@ Cross class: 0.699±0.0452 min: 0.634 max: 0.767

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000415
-EER: 0.0 th: 0.9701882899735962
+EER (from histogram): 0.0 th: 0.9701882899735962
+EER (from distribution): 0.000000001 / 0.000000001 @ 0.970597971
--- a/paper/fig_results_open_p0.3_minmax.txt
+++ b/paper/fig_results_open_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.3_minmax.pdf / fig_cdf_open_p0.3_minmax.pdf on 2025-07-15T16:44:09.201650
+Results calculated from plots fig_covar_open_p0.3_minmax.pdf / fig_cdf_open_p0.3_minmax.pdf on 2025-09-29T17:47:33.769496

 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@ -9,4 +9,5 @@ Cross class: -2.66±0.435 min: -3.46 max: -1.73

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000017
-EER: 0.0 th: 0.3114283518396177
+EER (from histogram): 0.0 th: 0.3114283518396177
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.012422066
--- a/paper/fig_results_open_p0.4.txt
+++ b/paper/fig_results_open_p0.4.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.4.pdf / fig_cdf_open_p0.4.pdf on 2025-07-15T16:44:09.324061
+Results calculated from plots fig_covar_open_p0.4.pdf / fig_cdf_open_p0.4.pdf on 2025-09-29T17:47:33.915906

 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@ -9,4 +9,5 @@ Cross class: 0.735±0.0434 min: 0.696 max: 0.859

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000089605
-EER: 0.0 th: 0.9617505986759662
+EER (from histogram): 0.0 th: 0.9617505986759662
+EER (from distribution): 0.000000162 / 0.000000162 @ 0.957137594
--- a/paper/fig_results_open_p0.4_minmax.txt
+++ b/paper/fig_results_open_p0.4_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.4_minmax.pdf / fig_cdf_open_p0.4_minmax.pdf on 2025-07-15T16:44:10.080104
+Results calculated from plots fig_covar_open_p0.4_minmax.pdf / fig_cdf_open_p0.4_minmax.pdf on 2025-09-29T17:47:34.076575

 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@ -9,4 +9,5 @@ Cross class: -1.62±0.282 min: -2.38 max: -1.15

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000011687
-EER: 0.0 th: -0.05437290229507008
+EER (from histogram): 0.0 th: -0.05437290229507008
+EER (from distribution): 0.000000401 / 0.000000401 @ -0.228315951
--- a/paper/fig_results_patch_0.3mm_large_sample_minmax.txt
+++ b/paper/fig_results_patch_0.3mm_large_sample_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_0.3mm_large_sample_minmax.pdf / fig_cdf_patch_0.3mm_large_sample_minmax.pdf on 2025-07-15T16:44:22.588159
+Results calculated from plots fig_covar_patch_0.3mm_large_sample_minmax.pdf / fig_cdf_patch_0.3mm_large_sample_minmax.pdf on 2025-09-29T17:47:48.143349

 setting threshold for quantile 0.001
 Baseline threshold set at 0.050430
@ -9,4 +9,5 @@ Cross class: 0.34±0.291 min: -0.454 max: 0.656

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.840804073508
-EER: 0.4274782608695652 th: 0.48578685197009863
+EER (from histogram): 0.4274782608695652 th: 0.48578685197009863
+EER (from distribution): 0.383257556 / 0.383257556 @ 0.426657172
--- a/paper/fig_results_patch_interleave_baseline.txt
+++ b/paper/fig_results_patch_interleave_baseline.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-07-15T16:44:26.078170
+Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-09-29T17:47:52.151726

 setting threshold for quantile 0.001
 Baseline threshold set at 0.985280
@ -9,4 +9,5 @@ Cross class: 0.988±0.0014 min: 0.984 max: 0.99

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.947287927127
-EER: 0.2421818181818182 th: 0.9885775337419679
+EER (from histogram): 0.2421818181818182 th: 0.9885775337419679
+EER (from distribution): 0.224787770 / 0.224787770 @ 0.988610962
--- a/paper/fig_results_patch_interleave_classifier.txt
+++ b/paper/fig_results_patch_interleave_classifier.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_interleave_classifier.pdf / fig_cdf_patch_interleave_classifier.pdf on 2025-07-15T16:44:31.268699
+Results calculated from plots fig_covar_patch_interleave_classifier.pdf / fig_cdf_patch_interleave_classifier.pdf on 2025-09-29T17:47:58.811709

 setting threshold for quantile 0.001
 Baseline threshold set at 0.990168
@ -9,4 +9,5 @@ Cross class: 0.99±0.000725 min: 0.988 max: 0.991

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.212168000058
-EER: 0.0463768115942029 th: 0.9908329311778704
+EER (from histogram): 0.0463768115942029 th: 0.9908329311778704
+EER (from distribution): 0.044144331 / 0.044144331 @ 0.990824809
--- a/paper/fig_results_patch_p0.3.txt
+++ b/paper/fig_results_patch_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-07-15T16:44:11.835536
+Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-09-29T17:47:36.006224

 setting threshold for quantile 0.001
 Baseline threshold set at 0.983033
@ -9,4 +9,5 @@ Cross class: 0.95±0.0828 min: 0.699 max: 0.983

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.346782600833
-EER: 0.07787610619469026 th: 0.9830982899836443
+EER (from histogram): 0.07787610619469026 th: 0.9830982899836443
+EER (from distribution): 0.332781245 / 0.332781245 @ 0.986199671
--- a/paper/fig_results_patch_p0.3_minmax.txt
+++ b/paper/fig_results_patch_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-07-15T16:44:11.981159
+Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-09-29T17:47:36.166187

 setting threshold for quantile 0.001
 Baseline threshold set at 0.313374
@ -9,4 +9,5 @@ Cross class: -0.0978±0.813 min: -2.45 max: 0.523

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.306497894003
-EER: 0.12000000000000001 th: 0.4415850066114029
+EER (from histogram): 0.12000000000000001 th: 0.4415850066114029
+EER (from distribution): 0.242964836 / 0.242964836 @ 0.468632605
--- a/paper/fig_results_patch_ref_exp_interleave_direct.txt
+++ b/paper/fig_results_patch_ref_exp_interleave_direct.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / <none> on 2025-07-15T16:44:35.243606
+Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / <none> on 2025-09-29T17:48:04.499083

 setting threshold for quantile 0.001
 Baseline threshold set at 0.988544
--- a/paper/fig_results_patch_repeat_p0.3.txt
+++ b/paper/fig_results_patch_repeat_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_p0.3.pdf / fig_cdf_patch_repeat_p0.3.pdf on 2025-07-15T16:45:02.066689
+Results calculated from plots fig_covar_patch_repeat_p0.3.pdf / fig_cdf_patch_repeat_p0.3.pdf on 2025-09-29T17:48:45.111811

 setting threshold for quantile 0.001
 Baseline threshold set at 0.991727
@ -9,4 +9,5 @@ Cross class: 0.994±0.00348 min: 0.982 max: 0.998

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.715256625096
-EER: 0.33910524621821697 th: 0.9956765300747624
+EER (from histogram): 0.33910524621821697 th: 0.9956765300747624
+EER (from distribution): 0.285041030 / 0.285041030 @ 0.995680460
--- a/paper/fig_results_patch_repeat_p0.3_minmax.txt
+++ b/paper/fig_results_patch_repeat_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_p0.3_minmax.pdf / fig_cdf_patch_repeat_p0.3_minmax.pdf on 2025-07-15T16:45:10.001857
+Results calculated from plots fig_covar_patch_repeat_p0.3_minmax.pdf / fig_cdf_patch_repeat_p0.3_minmax.pdf on 2025-09-29T17:48:56.006812

 setting threshold for quantile 0.001
 Baseline threshold set at 0.470057
@ -9,4 +9,5 @@ Cross class: 0.473±0.101 min: 0.0629 max: 0.711

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.510969730299
-EER: 0.14564546016059293 th: 0.578163021102501
+EER (from histogram): 0.14564546016059293 th: 0.578163021102501
+EER (from distribution): 0.148337270 / 0.148337270 @ 0.578061260
--- a/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt
+++ b/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_tridelta_all_the_data_p0.3.pdf / fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf on 2025-07-15T16:46:33.203127
+Results calculated from plots fig_covar_patch_repeat_tridelta_all_the_data_p0.3.pdf / fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf on 2025-09-29T17:49:07.054878

 setting threshold for quantile 0.001
 Baseline threshold set at 0.978057
@ -9,4 +9,5 @@ Cross class: 0.98±0.00347 min: 0.966 max: 0.986

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.690844956542
-EER: 0.19512685790021775 th: 0.9823359725826497
+EER (from histogram): 0.19512685790021775 th: 0.9823359725826497
+EER (from distribution): 0.216710565 / 0.216710565 @ 0.982502007
--- a/paper/fig_results_patch_repeat_tridelta_p0.3.txt
+++ b/paper/fig_results_patch_repeat_tridelta_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_tridelta_p0.3.pdf / fig_cdf_patch_repeat_tridelta_p0.3.pdf on 2025-07-15T16:45:17.990271
+Results calculated from plots fig_covar_patch_repeat_tridelta_p0.3.pdf / fig_cdf_patch_repeat_tridelta_p0.3.pdf on 2025-09-29T17:49:06.614795

 setting threshold for quantile 0.001
 Baseline threshold set at 0.998986
@ -9,4 +9,5 @@ Cross class: 0.999±0.000334 min: 0.998 max: 0.999

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.392163077311
-EER: 0.15651478816946443 th: 0.9992030775816553
+EER (from histogram): 0.15651478816946443 th: 0.9992030775816553
+EER (from distribution): 0.175194737 / 0.175194737 @ 0.999206428
--- a/paper/fig_results_patch_tdp0604_p0.3.txt
+++ b/paper/fig_results_patch_tdp0604_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_tdp0604_p0.3.pdf / fig_cdf_patch_tdp0604_p0.3.pdf on 2025-07-15T16:44:53.310507
+Results calculated from plots fig_covar_patch_tdp0604_p0.3.pdf / fig_cdf_patch_tdp0604_p0.3.pdf on 2025-09-29T17:48:33.983405

 setting threshold for quantile 0.001
 Baseline threshold set at 0.995213
@ -9,4 +9,5 @@ Cross class: 0.972±0.0684 min: 0.765 max: 0.997

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.368134993436
-EER: 0.37183098591549296 th: 0.9959356111983982
+EER (from histogram): 0.37183098591549296 th: 0.9959356111983982
+EER (from distribution): 0.361874391 / 0.361874389 @ 0.996352893
--- a/paper/fig_results_patch_tdp0604_p0.3_minmax.txt
+++ b/paper/fig_results_patch_tdp0604_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_tdp0604_p0.3_minmax.pdf / fig_cdf_patch_tdp0604_p0.3_minmax.pdf on 2025-07-15T16:44:53.445419
+Results calculated from plots fig_covar_patch_tdp0604_p0.3_minmax.pdf / fig_cdf_patch_tdp0604_p0.3_minmax.pdf on 2025-09-29T17:48:34.186074

 setting threshold for quantile 0.001
 Baseline threshold set at 0.676287
@ -9,4 +9,5 @@ Cross class: 0.493±0.734 min: -1.72 max: 0.859

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.401475759067
-EER: 0.31320754716981136 th: 0.7944348801630056
+EER (from histogram): 0.31320754716981136 th: 0.7944348801630056
+EER (from distribution): 0.342607329 / 0.342607329 @ 0.790593907
--- a/paper/fig_results_probe_0.3.txt
+++ b/paper/fig_results_probe_0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_0.3.pdf / fig_cdf_probe_0.3.pdf on 2025-07-15T16:44:06.716351
+Results calculated from plots fig_covar_probe_0.3.pdf / fig_cdf_probe_0.3.pdf on 2025-09-29T17:47:30.440084

 setting threshold for quantile 0.001
 Baseline threshold set at 0.972987
@ -9,4 +9,5 @@ Cross class: 0.944±0.00617 min: 0.934 max: 0.96

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000001501477
-EER: 0.0 th: 0.9747796526628734
+EER (from histogram): 0.0 th: 0.9747796526628734
+EER (from distribution): 0.000008120 / 0.000008120 @ 0.970768144
--- a/paper/fig_results_probe_0.4.txt
+++ b/paper/fig_results_probe_0.4.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_0.4.pdf / fig_cdf_probe_0.4.pdf on 2025-07-15T16:44:06.948584
+Results calculated from plots fig_covar_probe_0.4.pdf / fig_cdf_probe_0.4.pdf on 2025-09-29T17:47:31.242652

 setting threshold for quantile 0.001
 Baseline threshold set at 0.963759
@ -9,4 +9,5 @@ Cross class: 0.93±0.00368 min: 0.919 max: 0.937

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9640827677501544
+EER (from histogram): 0.0 th: 0.9640827677501544
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.954633391
--- a/paper/fig_results_probe_points_p0.3.txt
+++ b/paper/fig_results_probe_points_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.3.pdf / fig_cdf_probe_points_p0.3.pdf on 2025-07-15T16:44:10.204824
+Results calculated from plots fig_covar_probe_points_p0.3.pdf / fig_cdf_probe_points_p0.3.pdf on 2025-09-29T17:47:34.215492

 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@ -9,4 +9,5 @@ Cross class: 0.982±0.00166 min: 0.978 max: 0.984

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999354499878
-EER: 0.4133333333333334 th: 0.9822763983433783
+EER (from histogram): 0.4133333333333334 th: 0.9822763983433783
+EER (from distribution): 0.417498779 / 0.417498779 @ 0.982080632
--- a/paper/fig_results_probe_points_p0.3_minmax.txt
+++ b/paper/fig_results_probe_points_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.3_minmax.pdf / fig_cdf_probe_points_p0.3_minmax.pdf on 2025-07-15T16:44:10.340075
+Results calculated from plots fig_covar_probe_points_p0.3_minmax.pdf / fig_cdf_probe_points_p0.3_minmax.pdf on 2025-09-29T17:47:34.367949

 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@ -9,4 +9,5 @@ Cross class: 0.439±0.0676 min: 0.281 max: 0.563

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999333182506
-EER: 0.5393939393939394 th: 0.4468653841422197
+EER (from histogram): 0.5393939393939394 th: 0.4468653841422197
+EER (from distribution): 0.514438258 / 0.514438258 @ 0.436636638
--- a/paper/fig_results_probe_points_p0.4.txt
+++ b/paper/fig_results_probe_points_p0.4.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.4.pdf / fig_cdf_probe_points_p0.4.pdf on 2025-07-15T16:44:10.475336
+Results calculated from plots fig_covar_probe_points_p0.4.pdf / fig_cdf_probe_points_p0.4.pdf on 2025-09-29T17:47:34.513891

 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@ -9,4 +9,5 @@ Cross class: 0.971±0.00242 min: 0.966 max: 0.975

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999848317762
-EER: 0.6333333333333333 th: 0.9697796637264954
+EER (from histogram): 0.6333333333333333 th: 0.9697796637264954
+EER (from distribution): 0.610701752 / 0.610701752 @ 0.970021556
--- a/paper/fig_results_probe_points_p0.4_minmax.txt
+++ b/paper/fig_results_probe_points_p0.4_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.4_minmax.pdf / fig_cdf_probe_points_p0.4_minmax.pdf on 2025-07-15T16:44:10.613629
+Results calculated from plots fig_covar_probe_points_p0.4_minmax.pdf / fig_cdf_probe_points_p0.4_minmax.pdf on 2025-09-29T17:47:34.663668

 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@ -9,4 +9,5 @@ Cross class: 0.254±0.0908 min: 0.0437 max: 0.397

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999511411088
-EER: 0.4923076923076923 th: 0.2817379300134156
+EER (from histogram): 0.4923076923076923 th: 0.2817379300134156
+EER (from distribution): 0.482942939 / 0.482942939 @ 0.258278231
--- a/paper/fig_results_short_across_traces_p0.3.txt
+++ b/paper/fig_results_short_across_traces_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.3.pdf / fig_cdf_short_across_traces_p0.3.pdf on 2025-07-15T16:44:08.543120
+Results calculated from plots fig_covar_short_across_traces_p0.3.pdf / fig_cdf_short_across_traces_p0.3.pdf on 2025-09-29T17:47:33.023899

 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@ -9,4 +9,5 @@ Cross class: 0.565±0.0481 min: 0.477 max: 0.666

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9724856278409246
+EER (from histogram): 0.0 th: 0.9724856278409246
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.966104449
--- a/paper/fig_results_short_across_traces_p0.3_minmax.txt
+++ b/paper/fig_results_short_across_traces_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.3_minmax.pdf / fig_cdf_short_across_traces_p0.3_minmax.pdf on 2025-07-15T16:44:08.677890
+Results calculated from plots fig_covar_short_across_traces_p0.3_minmax.pdf / fig_cdf_short_across_traces_p0.3_minmax.pdf on 2025-09-29T17:47:33.178861

 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@ -9,4 +9,5 @@ Cross class: -4±0.303 min: -4.75 max: -3.5

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.2915482296934595
+EER (from histogram): 0.0 th: 0.2915482296934595
+EER (from distribution): 0.000000000 / 0.000000000 @ -0.140568910
--- a/paper/fig_results_short_across_traces_p0.4.txt
+++ b/paper/fig_results_short_across_traces_p0.4.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.4.pdf / fig_cdf_short_across_traces_p0.4.pdf on 2025-07-15T16:44:08.802393
+Results calculated from plots fig_covar_short_across_traces_p0.4.pdf / fig_cdf_short_across_traces_p0.4.pdf on 2025-09-29T17:47:33.323692

 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@ -9,4 +9,5 @@ Cross class: 0.585±0.0657 min: 0.501 max: 0.761

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000004592
-EER: 0.0 th: 0.9656144972371224
+EER (from histogram): 0.0 th: 0.9656144972371224
+EER (from distribution): 0.000000008 / 0.000000008 @ 0.955838699
--- a/paper/fig_results_short_across_traces_p0.4_minmax.txt
+++ b/paper/fig_results_short_across_traces_p0.4_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.4_minmax.pdf / fig_cdf_short_across_traces_p0.4_minmax.pdf on 2025-07-15T16:44:08.937535
+Results calculated from plots fig_covar_short_across_traces_p0.4_minmax.pdf / fig_cdf_short_across_traces_p0.4_minmax.pdf on 2025-09-29T17:47:33.477955

 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@ -9,4 +9,5 @@ Cross class: -2.6±0.907 min: -4.33 max: -1.5

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.002394140016
-EER: 0.0 th: -0.08129093490444816
+EER (from histogram): 0.0 th: -0.08129093490444816
+EER (from distribution): 0.002202857 / 0.002202857 @ -0.020702459
--- a/paper/fig_results_short_ref_exp_interleave_direct.txt
+++ b/paper/fig_results_short_ref_exp_interleave_direct.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_ref_exp_interleave_direct.pdf / <none> on 2025-07-15T16:44:47.701102
+Results calculated from plots fig_covar_short_ref_exp_interleave_direct.pdf / <none> on 2025-09-29T17:48:24.590476

 setting threshold for quantile 0.001
 Baseline threshold set at 0.983926
--- a/paper/fig_results_short_within_0.3.txt
+++ b/paper/fig_results_short_within_0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_within_0.3.pdf / fig_cdf_short_within_0.3.pdf on 2025-07-15T16:51:07.642290
+Results calculated from plots fig_covar_short_within_0.3.pdf / fig_cdf_short_within_0.3.pdf on 2025-09-29T17:47:29.385473

 setting threshold for quantile 0.001
 Baseline threshold set at 0.991740
@ -9,4 +9,5 @@ Cross class: 0.926±0.0893 min: 0.783 max: 0.996

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.231220998491
-EER: 0.16842105263157894 th: 0.9943917901819603
+EER (from histogram): 0.16842105263157894 th: 0.9943917901819603
+EER (from distribution): 0.222186228 / 0.222186229 @ 0.994420047
--- a/paper/fig_results_short_within_0.3_min_max.txt
+++ b/paper/fig_results_short_within_0.3_min_max.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_within_0.3_min_max.pdf / fig_cdf_short_within_0.3_min_max.pdf on 2025-07-15T16:51:07.782768
+Results calculated from plots fig_covar_short_within_0.3_min_max.pdf / fig_cdf_short_within_0.3_min_max.pdf on 2025-09-29T17:47:29.529058

 setting threshold for quantile 0.001
 Baseline threshold set at 0.447921
@ -9,4 +9,5 @@ Cross class: -0.0231±0.645 min: -1.28 max: 0.785

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.232487050396
-EER: 0.23157894736842105 th: 0.6595285800360724
+EER (from histogram): 0.23157894736842105 th: 0.6595285800360724
+EER (from distribution): 0.152278585 / 0.152278585 @ 0.638754983
--- a/paper/fig_results_soldering_p0.3.txt
+++ b/paper/fig_results_soldering_p0.3.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_soldering_p0.3.pdf / fig_cdf_soldering_p0.3.pdf on 2025-07-15T16:44:47.883622
+Results calculated from plots fig_covar_soldering_p0.3.pdf / fig_cdf_soldering_p0.3.pdf on 2025-09-29T17:48:24.880709

 setting threshold for quantile 0.001
 Baseline threshold set at 0.984799
@ -9,4 +9,5 @@ Cross class: 0.936±0.00569 min: 0.923 max: 0.944

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9842857435867194
+EER (from histogram): 0.0 th: 0.9842857435867194
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.982100530
--- a/paper/fig_results_soldering_p0.3_minmax.txt
+++ b/paper/fig_results_soldering_p0.3_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_soldering_p0.3_minmax.pdf / fig_cdf_soldering_p0.3_minmax.pdf on 2025-07-15T16:44:48.012642
+Results calculated from plots fig_covar_soldering_p0.3_minmax.pdf / fig_cdf_soldering_p0.3_minmax.pdf on 2025-09-29T17:48:25.093950

 setting threshold for quantile 0.001
 Baseline threshold set at 0.414871
@ -9,4 +9,5 @@ Cross class: -0.839±0.328 min: -1.41 max: -0.377

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000065988548
-EER: 0.0 th: 0.4237879413778003
+EER (from histogram): 0.0 th: 0.4237879413778003
+EER (from distribution): 0.000091108 / 0.000091108 @ 0.388543200
--- a/paper/fig_results_time_drift.txt
+++ b/paper/fig_results_time_drift.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_time_drift.pdf / fig_cdf_time_drift.pdf on 2025-07-15T16:44:08.095948
+Results calculated from plots fig_covar_time_drift.pdf / fig_cdf_time_drift.pdf on 2025-09-29T17:47:32.516418

 setting threshold for quantile 0.001
 Baseline threshold set at 0.973546
@ -9,4 +9,5 @@ Cross class: 0.98±0.00134 min: 0.976 max: 0.983

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999998395762
-EER: 0.6029850746268657 th: 0.9795569289147479
+EER (from histogram): 0.6029850746268657 th: 0.9795569289147479
+EER (from distribution): 0.611501257 / 0.611501257 @ 0.979419729
--- a/paper/fig_results_time_drift_minmax.txt
+++ b/paper/fig_results_time_drift_minmax.txt
@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_time_drift_minmax.pdf / fig_cdf_time_drift_minmax.pdf on 2025-07-15T16:44:08.235279
+Results calculated from plots fig_covar_time_drift_minmax.pdf / fig_cdf_time_drift_minmax.pdf on 2025-09-29T17:47:32.674316

 setting threshold for quantile 0.001
 Baseline threshold set at 0.160074
@ -9,4 +9,5 @@ Cross class: 0.39±0.0899 min: 0.105 max: 0.539

 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.994771050513
-EER: 0.4235294117647059 th: 0.42234734134839336
+EER (from histogram): 0.4235294117647059 th: 0.42234734134839336
+EER (from distribution): 0.435549551 / 0.435549551 @ 0.404851755
--- a/Show more
+++ b/Show more