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Benchmarks
gcattan edited this page Dec 14, 2023
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Results:
Dataset | Pipeline | Evaluation | First n subjects | score | time | Comments |
---|---|---|---|---|---|---|
bi2012 | RG+LDA | MOABB WithinSession | 25 | 0.882 | 0.18 | n_components=10 |
bi2012 | RG+QuantumSVM | MOABB WithinSession | 25 | 0.786 | 1119.10 | Qiskit Aer 0.13.1 (state vector), Qiskit ML 0.6.1, shots=512, nfilter=2, PCA(n_components=5) |
BI_Il | Xdawn+LDA | MOABB WithinSession | 59 | 0.775 | 17.91 | |
BI_Il | XdawnCov+MDM | MOABB WithinSession | 59 | 0.759 | 1.82 | |
BI_Il | XdawnCov+TsLDA | MOABB WithinSession | 59 | 0.779 | 1.93 | |
BI_Il | XdawnCov+TsSVC | MOABB WithinSession | 59 | 0.766 | 1.96 | |
BI_Il | ERPCov+CvxMDM+Dist | MOABB WithinSession | 59 | 0.583 | 247.41 | |
bi2013a | RG+LDA | MOABB WithinSession | 5 | 0.912 | 0.14 | n_components=10 |
bi2013a | RG+QuantumSVM | MOABB WithinSession | 5 | 0.864 | 5.91 | Qiskit Aer 0.13.1 (state vector), Qiskit ML 0.6.1, shots=512, nfilter=2, PCA(n_components=10) |