tracker-classifier / results.json
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{
"dataset": {
"total_domains": 16165,
"train_size": 12932,
"test_size": 3233,
"n_features": 295,
"class_distribution": {
"tracking": 5809,
"non_tracking": 10356
}
},
"models": {
"random_forest": {
"accuracy": 0.925765542839468,
"precision": 0.8946917808219178,
"recall": 0.8993115318416524,
"f1": 0.8969957081545065,
"roc_auc": 0.9623019220428655
},
"xgboost": {
"accuracy": 0.9273120940303125,
"precision": 0.8911392405063291,
"recall": 0.9087779690189329,
"f1": 0.8998721772475501,
"roc_auc": 0.9628007788898577
},
"feedforward": {
"accuracy": 0.9109186514073616,
"precision": 0.8653846153846154,
"recall": 0.8907056798623064,
"f1": 0.8778625954198473,
"roc_auc": 0.9465574929919028
},
"heuristic_baseline": {
"accuracy": 0.665635632539437,
"precision": 0.5786407766990291,
"recall": 0.25645438898450945,
"f1": 0.35539654144305305
}
},
"feature_importance_top20": {
"has_privacy_policy": 0.2307501718076362,
"subdomain_count": 0.19851190944555344,
"has_owner": 0.15307452942984745,
"has_cnames": 0.03067955600148964,
"sites": 0.029492744911933624,
"prevalence": 0.029346435585428165,
"total_cookie_prevalence": 0.023304359737826127,
"distinct_api_count": 0.022025379866417807,
"std_api_weight": 0.01988824097434928,
"max_api_weight": 0.019418418468100645,
"resource_count": 0.01665051489564785,
"median_api_weight": 0.016624969466065474,
"total_api_calls": 0.016568541585614584,
"max_resource_fingerprinting": 0.016402367590456834,
"weighted_fp_score": 0.014484797319216553,
"fetch_count": 0.01359418729040257,
"image_count": 0.013448261226861172,
"script_count": 0.011355628621416328,
"mean_api_weight": 0.011202670029848547,
"total_cookies_sent": 0.010938013569698219
},
"novel_detections": {
"rf_catches_heuristic_misses": 866,
"xgb_catches_heuristic_misses": 885,
"ff_catches_heuristic_misses": 910
}
}