From 34bab458651b80c617490a75b94b27fdcbbc19fb Mon Sep 17 00:00:00 2001 From: willtanoe Date: Fri, 9 Oct 2026 14:19:33 +0700 Subject: [PATCH] docs: improve readability of PROTEAN comparison figures --- README.md | 134 +++++--- ...elected_vs_original_test_rare_macro_f1.pdf | Bin 39011 -> 44183 bytes ...elected_vs_original_test_rare_macro_f1.png | Bin 249801 -> 350535 bytes ...gH_confusion_matrix_5gnidd_a0.75_seed0.pdf | Bin 61442 -> 61197 bytes ...gH_confusion_matrix_5gnidd_a0.75_seed0.png | Bin 292134 -> 395763 bytes ...iotid_per_client_original_vs_proposed.pdf} | Bin 45875 -> 44427 bytes ...iiotid_per_client_original_vs_proposed.png | Bin 0 -> 311394 bytes ...5gnidd_per_client_original_vs_proposed.pdf | Bin 0 -> 44042 bytes ...5gnidd_per_client_original_vs_proposed.png | Bin 0 -> 304652 bytes .../figI_per_client_original_vs_proposed.png | Bin 401285 -> 0 bytes ...iiotid_per_class_original_vs_proposed.pdf} | Bin 43560 -> 43062 bytes ...xiiotid_per_class_original_vs_proposed.png | Bin 0 -> 374251 bytes ..._5gnidd_per_class_original_vs_proposed.pdf | Bin 0 -> 41978 bytes ..._5gnidd_per_class_original_vs_proposed.png | Bin 0 -> 363234 bytes .../figJ_per_class_original_vs_proposed.png | Bin 425141 -> 0 bytes ...igK_confusion_delta_5gnidd_a0.75_seed0.pdf | Bin 51004 -> 49715 bytes ...igK_confusion_delta_5gnidd_a0.75_seed0.png | Bin 302736 -> 289635 bytes ...usion_error_changes_5gnidd_a0.75_seed0.pdf | Bin 0 -> 42159 bytes ...usion_error_changes_5gnidd_a0.75_seed0.png | Bin 0 -> 297645 bytes .../ORIGINAL_VS_PROPOSED_DEEP_COMPARISON.md | 19 +- scripts/make_comparison_figures.py | 322 +++++++++++------- scripts/make_final_figures.py | 135 +++++--- 22 files changed, 398 insertions(+), 212 deletions(-) rename artifacts/figures/final/{figI_per_client_original_vs_proposed.pdf => figI1_xiiotid_per_client_original_vs_proposed.pdf} (57%) create mode 100644 artifacts/figures/final/figI1_xiiotid_per_client_original_vs_proposed.png create mode 100644 artifacts/figures/final/figI2_5gnidd_per_client_original_vs_proposed.pdf create mode 100644 artifacts/figures/final/figI2_5gnidd_per_client_original_vs_proposed.png delete mode 100644 artifacts/figures/final/figI_per_client_original_vs_proposed.png rename artifacts/figures/final/{figJ_per_class_original_vs_proposed.pdf => figJ1_xiiotid_per_class_original_vs_proposed.pdf} (60%) create mode 100644 artifacts/figures/final/figJ1_xiiotid_per_class_original_vs_proposed.png create mode 100644 artifacts/figures/final/figJ2_5gnidd_per_class_original_vs_proposed.pdf create mode 100644 artifacts/figures/final/figJ2_5gnidd_per_class_original_vs_proposed.png delete mode 100644 artifacts/figures/final/figJ_per_class_original_vs_proposed.png create mode 100644 artifacts/figures/final/figK_confusion_error_changes_5gnidd_a0.75_seed0.pdf create mode 100644 artifacts/figures/final/figK_confusion_error_changes_5gnidd_a0.75_seed0.png diff --git a/README.md b/README.md index 4321835..239e84e 100644 --- a/README.md +++ b/README.md @@ -473,8 +473,10 @@ Representative confusion-matrix files: ## 16. Final Figures and Visualizations All figures live in `artifacts/figures/final/` and are regenerated from the audited -`artifacts/analysis/final__*` tables by `scripts/make_final_figures.py` (no training; every number is -loaded from an artifact). Each figure is saved as a high-resolution PNG (220 dpi) and a vector PDF. +`artifacts/analysis/final__*` tables by `scripts/make_final_figures.py` and +`scripts/make_comparison_figures.py` (no training; every number is loaded from an artifact). Each +figure is saved as a high-resolution PNG (220 dpi) **and** a matching vector PDF, and its supporting +source table is linked where useful. **Naming and legend conventions used throughout.** @@ -494,9 +496,12 @@ loaded from an artifact). Each figure is saved as a high-resolution PNG (220 dpi | B | Beta selection surface | none (selection, not performance) | | C | Dataset heterogeneity | none (data distribution) | | D, E | Fixed-snapshot comparison vs `beta = 0` | `beta = 0` control | -| F | Direct comparison vs `original_protean` | `original_protean` | -| G | Per-client comparison vs `beta = 0` | `beta = 0` control | -| H | Paired `original_protean` vs selected beta | `original_protean` | +| F | Direct comparison vs `original_protean` (test) | `original_protean` | +| G | Per-client comparison vs `beta = 0` (validation) | `beta = 0` control | +| H | Paired `original_protean` vs selected beta confusion matrices | `original_protean` | +| I1, I2 | Per-client test comparison vs `original_protean` | `original_protean` | +| J1, J2 | Per-class test comparison vs `original_protean` | `original_protean` | +| K | Ranked confusion change vs `original_protean` (+ full matrix supplement) | `original_protean` | ### Fig A1 / A2 — Validation-based beta selection (support_weighted) @@ -548,18 +553,23 @@ the imbalance-displacement link is mechanical under the beta formula and is not ![Support CV vs displacement](artifacts/figures/final/figE_support_cv_vs_displacement.png) -### Fig F — Selected-beta PROTEAN vs ORIGINAL PROTEAN (test) +### Fig F — Selected-beta PROTEAN vs ORIGINAL PROTEAN (test), two panels -**Compared:** `original_protean` (charcoal) against `support_weighted` at the validation-selected -beta (teal), per condition. **Level/split:** test, mean over seeds `{0,1,2}`. **Metric:** test -rare-class macro-F1; error bars = ±1 sample std across seeds. **Observation:** signed deltas are -`+0.0230`, `+0.0014`, `+0.0168` (positive), `−0.0086` (negative), and `−0.0007`/`−0.0010` at the two -`beta = 0` conditions (floating-point ~0). **Limits:** no statistical significance test (three -seeds); the largest gain is within seed noise; the weighting does not consistently outperform -`original_protean`. +**Compared:** `original_protean` against `support_weighted` at the validation-selected beta, per +condition, test split. **How to read:** Panel A shows the absolute mean test rare-class macro-F1 +(±1 sample std across seeds) and is deliberately near-flat; Panel B shows the signed difference +`proposed − original` with the exact value printed at each bar and the selected beta annotated. +**Main result:** three positive deltas (X-IIoTID a0.50 +0.0230, X-IIoTID a0.75 +0.0014, 5G-NIDD a0.75 ++0.0168), one negative delta (5G-NIDD a0.50 −0.0086), and two `beta=0` conditions that are +effectively unchanged (−0.0007 / −0.0010). **Limitation:** no significance test (three seeds); a +positive mean delta is not a proven improvement. ![Selected vs original test rare macro-F1](artifacts/figures/final/figF_selected_vs_original_test_rare_macro_f1.png) +Links: [PNG](artifacts/figures/final/figF_selected_vs_original_test_rare_macro_f1.png) · +[PDF](artifacts/figures/final/figF_selected_vs_original_test_rare_macro_f1.pdf) · source +[`final__six_condition_master.csv`](artifacts/analysis/final__six_condition_master.csv). + ### Fig G — Per-client effect of selected beta relative to the beta=0 control **Compared:** selected-beta `support_weighted` against the `beta = 0` control (not @@ -571,17 +581,25 @@ client ids are per-seed realizations and are not pooled. ![Client effect at selected beta](artifacts/figures/final/figG_client_effect_at_selected_beta.png) -### Fig H (supplemental) — Paired test confusion matrices +### Fig H — Paired test confusion matrices (original vs beta-tuned) **Compared:** `original_protean` (left) against selected-beta `support_weighted` (right) for a valid -paired condition (5G-NIDD, `alpha = 0.75`, `seed = 0`). **Level/split:** test; global counts over the -evaluation split. **Metric:** raw 9×9 counts (log colour scale), identical class order and colour -scale. **Observation:** the dominant off-diagonal error is `Benign → UDPFlood` (~56.9k vs ~57.1k) and -is essentially unchanged by beta. **Limits:** no statistical significance is inferred from the visual -difference; the matrices come from the same manifest, split, seed, and class order. +paired condition (5G-NIDD, `alpha = 0.75`, `seed = 0`), test split. **How to read:** rows = actual +class, columns = predicted class; the diagonal is correct and off-diagonal is misclassified. Raw +counts, identical class order and colour scale; both matrices contain the same 243,177 test samples. +**Main result:** the dominant residual error `Benign → UDPFlood` is essentially unchanged (56,899 → +57,054, +155). The summary below the figure lists the most important changes (`HTTPFlood → +SlowrateDoS` −547; `Benign → TCPConnectScan` −520; `SlowrateDoS → HTTPFlood` +229; diagonal +`HTTPFlood` +547, `Benign` +288, `SlowrateDoS` −239). **Limitation:** no significance test; the +`Benign → UDPFlood` increase is **not** an improvement. ![Paired confusion matrices](artifacts/figures/final/figH_confusion_matrix_5gnidd_a0.75_seed0.png) +Links: [PNG](artifacts/figures/final/figH_confusion_matrix_5gnidd_a0.75_seed0.png) · +[PDF](artifacts/figures/final/figH_confusion_matrix_5gnidd_a0.75_seed0.pdf) · source +`results/5gnidd__alpha0.75__seed0__original_protean/test_confusion_matrix.json` and +`results/5gnidd__alpha0.75__seed0__support_weighted__beta0.5/test_confusion_matrix.json`. + ## 17. Deep Comparison: Original PROTEAN vs Proposed (Result) @@ -609,34 +627,71 @@ Both `alpha=0.25` conditions selected `beta=0` and are numerically null. Among t with it, while rare-class recall usually falls (precision–recall trade-off). 5G-NIDD a0.50 is seed-dominated. No statistical significance is claimed. -### Fig I — Paired per-client test rare-class macro-F1 (proposed vs ORIGINAL PROTEAN) +### Fig I1 / I2 — Paired per-client test rare-class macro-F1 (proposed vs ORIGINAL PROTEAN) -Each point is one (client, seed) test observation, faceted by dataset and alpha; charcoal/teal/red/gray -and markers encode outcome and seed. At `beta>0` conditions the response is client-specific (e.g. -X-IIoTID a0.50: 12/30 improved, 1 degraded, 17 unchanged), with individual changes larger than the -condition mean; at `beta=0` conditions almost all observations are unchanged. +One figure per dataset, three alpha panels. **Compared:** `original_protean` against selected-beta +`support_weighted` on the test split, each client on its own evaluation partition. **How to read:** +x = client id, one marker per seed (circle = seed 0, square = seed 1, triangle = seed 2), +y = Δ rare-class macro-F1; the shaded band is the ±0.02 effectively-unchanged threshold; the strongest +positive and negative observation in each panel is labelled `c s`. **Main result:** +X-IIoTID α=0.25 essentially unchanged (1 / 1 / 28 improved/degraded/unchanged), α=0.50 12 / 1 / 17 +(mean +0.030, range −0.257 … +0.324), α=0.75 8 / 2 / 20; 5G-NIDD α=0.25 1 / 0 / 29, α=0.50 15 / 6 / 9 +(seed-dominated), α=0.75 8 / 1 / 21. **Limitation:** client ids are per-seed realizations (id `k` is +not the same entity across seeds); at α=0.25 the selected beta is 0 so the residual spread is +numerical, not a weighting effect. -![Paired per-client comparison](artifacts/figures/final/figI_per_client_original_vs_proposed.png) +![Per-client comparison, X-IIoTID](artifacts/figures/final/figI1_xiiotid_per_client_original_vs_proposed.png) -### Fig J — Per-class test F1 change (beta>0 conditions) +![Per-client comparison, 5G-NIDD](artifacts/figures/final/figI2_5gnidd_per_client_original_vs_proposed.png) -Signed Δ F1 per class, panels per dataset-alpha; class support is annotated. Largest gains are -X-IIoTID `Tampering` (+0.14) and `Reconnaissance` (+0.05) and 5G-NIDD `TCPConnectScan` (+0.03) / -`ICMPFlood` (+0.10, tiny support); largest losses are X-IIoTID `C&C` (−0.06) and 5G-NIDD `SYNFlood` -(−0.04). Benign detection is essentially unchanged. +Links: [I1 PNG](artifacts/figures/final/figI1_xiiotid_per_client_original_vs_proposed.png) · +[I1 PDF](artifacts/figures/final/figI1_xiiotid_per_client_original_vs_proposed.pdf) · +[I2 PNG](artifacts/figures/final/figI2_5gnidd_per_client_original_vs_proposed.png) · +[I2 PDF](artifacts/figures/final/figI2_5gnidd_per_client_original_vs_proposed.pdf) · source +[`deepcmp__per_client.csv`](artifacts/analysis/deepcmp__per_client.csv). -![Per-class comparison](artifacts/figures/final/figJ_per_class_original_vs_proposed.png) +### Fig J1 / J2 — Per-class test F1 change (beta>0 conditions) -### Fig K — Confusion-matrix difference (proposed − original) +One figure per dataset, two alpha panels. **Compared:** `original_protean` against selected-beta +`support_weighted`, test split. **How to read:** horizontal bars are the mean ΔF1 over seeds `{0,1,2}` +(teal = increased, red = decreased) with the exact signed ΔF1 printed at each bar; test support `n≈` +is on a second label line; both panels share one x-scale so bar lengths are comparable. **Main +result:** X-IIoTID largest gains `Tampering` +0.1438 and `Reconnaissance` +0.0542, largest loss `C&C` +−0.0556; 5G-NIDD largest gain `TCPConnectScan` +0.0342 / `ICMPFlood` +0.0970 (tiny support), largest +loss `SYNFlood` −0.0426. **Limitation:** the delta is **F1**, not precision or recall (e.g. Tampering ++0.1438 F1 corresponds to +0.2120 precision and −0.0091 recall); no significance test. + +![Per-class comparison, X-IIoTID](artifacts/figures/final/figJ1_xiiotid_per_class_original_vs_proposed.png) + +![Per-class comparison, 5G-NIDD](artifacts/figures/final/figJ2_5gnidd_per_class_original_vs_proposed.png) + +Links: [J1 PNG](artifacts/figures/final/figJ1_xiiotid_per_class_original_vs_proposed.png) · +[J1 PDF](artifacts/figures/final/figJ1_xiiotid_per_class_original_vs_proposed.pdf) · +[J2 PNG](artifacts/figures/final/figJ2_5gnidd_per_class_original_vs_proposed.png) · +[J2 PDF](artifacts/figures/final/figJ2_5gnidd_per_class_original_vs_proposed.pdf) · source +[`deepcmp__per_class.csv`](artifacts/analysis/deepcmp__per_class.csv). + +### Fig K — Ranked confusion change vs ORIGINAL PROTEAN (+ full-matrix supplement) For the paired condition 5G-NIDD, `alpha=0.75`, `seed=0` (identical manifest, split, class order, -243,177 test samples): left = raw count difference, right = row-normalized rate difference. The -dominant error `Benign → UDPFlood` is essentially unchanged (56,899 → 57,054, +155). The main reduced -errors are `HTTPFlood → SlowrateDoS` (−547) and `Benign → TCPConnectScan` (−520); the main increased -error is `SlowrateDoS → HTTPFlood` (+229). Red = positive delta, blue = negative; no significance is -inferred. +243,177 test samples). **How to read:** the ranked view lists the largest off-diagonal changes as raw +test counts; the upper panel shows *more* errors after weighting, the lower panel *fewer*. +**Main result:** the largest reduced errors are `HTTPFlood → SlowrateDoS` (−547; 759 → 212) and +`Benign → TCPConnectScan` (−520; 2,015 → 1,495); the largest increased errors are `SlowrateDoS → +HTTPFlood` (+229) and `Benign → UDPFlood` (+155). The dominant error `Benign → UDPFlood` is essentially +unchanged and is **not** an improvement. **Limitation:** no significance test; the figure is a single +paired condition, not a condition average. The full difference matrices (raw count and row-rate) are +kept as a supplemental figure for traceability. -![Confusion-matrix difference](artifacts/figures/final/figK_confusion_delta_5gnidd_a0.75_seed0.png) +![Ranked confusion change](artifacts/figures/final/figK_confusion_error_changes_5gnidd_a0.75_seed0.png) + +![Full confusion-matrix difference, supplemental](artifacts/figures/final/figK_confusion_delta_5gnidd_a0.75_seed0.png) + +Links: [ranked PNG](artifacts/figures/final/figK_confusion_error_changes_5gnidd_a0.75_seed0.png) · +[ranked PDF](artifacts/figures/final/figK_confusion_error_changes_5gnidd_a0.75_seed0.pdf) · +[full-matrix PNG](artifacts/figures/final/figK_confusion_delta_5gnidd_a0.75_seed0.png) · +[full-matrix PDF](artifacts/figures/final/figK_confusion_delta_5gnidd_a0.75_seed0.pdf) · source +[`deepcmp__confusion_delta.csv`](artifacts/analysis/deepcmp__confusion_delta.csv). **Per-client findings.** The proposed method redistributes benefit: within a condition some clients improve and others degrade, and the low-rare-support quartile is not systematically disadvantaged @@ -792,7 +847,8 @@ Analysis outputs (`artifacts/analysis/`), by function: | Prototype snapshots & weights | `*__prototype_snapshot.json`, `*__prototype_weights.csv`, `*__prototype_effect*.csv` | Partition manifests: `artifacts/partitions/__alpha__seed.json` (18 files). -Figures: `artifacts/figures/final/` — 12 figures (figA–figK) as PNG (220 dpi) plus matching vector PDF; +Figures: `artifacts/figures/final/` — 15 figures (figA–figK, including the split I1/I2 and J1/J2 and +the K full-matrix supplement) as PNG (220 dpi) plus matching vector PDF; regenerated reproducibly by `scripts/make_final_figures.py`. 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