Application of Common Spatial Patterns in Gravitational Waves Detection. (arXiv:2201.04086v1 [gr-qc])

Common Spatial Patterns (CSP) is a feature extraction algorithm widely used
in Brain-Computer Interface (BCI) Systems for detecting Event-Related
Potentials (ERPs) in multi-channel magneto/electroencephalography (MEG/EEG)
time series data. In this article, we develop and apply a CSP algorithm to the
problem of identifying whether a given epoch of multi-detector Gravitational
Wave (GW) strains contains coalescenses. Paired with Signal Processing
techniques and a Logistic Regression classifier, we find that our pipeline is
correctly able to detect 76 out of 82 confident …

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