Gram-Whitened Directional Pooling / results.json
Mechanism confirmed, baseline not beaten
1{
2 "mechanism": {
3 "prediction_pou_max_error": 3.3306690738754696e-16,
4 "prediction_projection_energy_le_signal": true,
5 "signal_energy": 0.845,
6 "projection_energy": 0.2967364854386762,
7 "projection_identity_abs_error": 9.43689570931383e-16,
8 "lambdas": [
9 0.0,
10 1e-05,
11 0.001,
12 0.01,
13 0.1,
14 1.0,
15 10.0,
16 100.0,
17 1000.0
18 ],
19 "ridge_energies": [
20 0.2967364854386762,
21 0.2966012900200329,
22 0.28452280843778466,
23 0.22928574451071587,
24 0.12921033860516487,
25 0.02918106854360849,
26 0.0033686423442795617,
27 0.0003422204317073356,
28 3.4276633473005675e-05
29 ],
30 "prediction_ridge_monotone": true,
31 "ridge_asymptotic_predicted_lambdaE": 0.03428271084903095,
32 "ridge_asymptotic_observed_lambdaE_at_1000": 0.03427663347300568,
33 "atom_counts": [
34 2,
35 3,
36 4,
37 6,
38 8,
39 12,
40 16,
41 24,
42 32
43 ],
44 "captured_energy": [
45 3.6563266463535034e-32,
46 0.12706818254243452,
47 0.7020533756046247,
48 0.6633013748652381,
49 0.7244065839620452,
50 0.8425860329060639,
51 0.844999922189091,
52 0.8449999916120076,
53 0.8450000371311481
54 ],
55 "gram_condition_number": 37.87384427748865,
56 "energy_fraction": 0.3511674383889659
57 },
58 "classification": {
59 "raw_soft_pool_accuracy": 0.5854166666666667,
60 "gram_whitened_accuracy": 0.5854166666666667,
61 "n_test": 480
62 }
63}