tsfp-repro-code / results /table1_rank_audit.json
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{
"table_shape": [
7,
5,
12
],
"parse_spot_checks": {
"ADFTD/Accuracy/Ours": {
"parsed": 53.91,
"paper": 53.91,
"match": true
},
"ADFTD/F1-score/Ours": {
"parsed": 51.79,
"paper": 51.79,
"match": true
},
"ADFTD/F1-score/Medformer": {
"parsed": 50.65,
"paper": 50.65,
"match": true
},
"PTB-XL/F1-score/Ours": {
"parsed": 63.51,
"paper": 63.51,
"match": true
},
"UCI-HAR/Accuracy/Medformer": {
"parsed": 91.65,
"paper": 91.65,
"match": true
},
"SleepEDF/AUROC/Ours": {
"parsed": 95.37,
"paper": 95.37,
"match": true
}
},
"all_5_metrics": {
"n_cells": 35,
"avg_rank_ours": 1.2857142857142858,
"n_rank1": 27,
"worst_rank": 3.0,
"cells_not_rank1": {
"PTB/Precision": 2.0,
"APAVA/Precision": 2.0,
"FLAAP/AUROC": 3.0,
"UCI-HAR/Accuracy": 2.0,
"UCI-HAR/Precision": 3.0,
"UCI-HAR/Recall": 2.0,
"UCI-HAR/F1-score": 2.0,
"UCI-HAR/AUROC": 2.0
}
},
"acc_f1_auroc (challenge wording)": {
"n_cells": 21,
"avg_rank_ours": 1.2380952380952381,
"n_rank1": 17,
"worst_rank": 3.0,
"cells_not_rank1": {
"FLAAP/AUROC": 3.0,
"UCI-HAR/Accuracy": 2.0,
"UCI-HAR/F1-score": 2.0,
"UCI-HAR/AUROC": 2.0
}
},
"acc_f1": {
"n_cells": 14,
"avg_rank_ours": 1.1428571428571428,
"n_rank1": 12,
"worst_rank": 2.0,
"cells_not_rank1": {
"UCI-HAR/Accuracy": 2.0,
"UCI-HAR/F1-score": 2.0
}
},
"avg_rank_all_methods_5metrics": {
"Autoformer": 10.6,
"Crossformer": 5.3428571428571425,
"FEDformer": 8.842857142857143,
"Informer": 6.742857142857143,
"iTransformer": 6.685714285714286,
"MTST": 7.3428571428571425,
"Nonformer": 6.328571428571428,
"PatchTST": 8.82857142857143,
"Reformer": 6.114285714285714,
"Transformer": 7.228571428571429,
"Medformer": 2.657142857142857,
"Ours": 1.2857142857142858
},
"wilcoxon_ours_gt_medformer": {
"statistic": 579.0,
"p_value": 7.655490195739945e-06,
"n_pairs": 35,
"ours_wins": 30
}
}