Two sides of the same coin: the F-statistic and the 5-vector method
arXiv:2406.09236 · doi:10.1088/1361-6382/ad94c5
Abstract
This work explores the relationship between two data-analysis methods used in the search for continuous gravitational waves in LIGO-Virgo-KAGRA data: the -statistic and the 5-vector method. We show that the 5-vector method can be derived from a maximum likelihood framework similar to the -statistic. Our analysis demonstrates that the two methods are statistically equivalent, providing the same detection probability for a given false alarm rate. We extend this comparison to multiple detectors, highlighting differences from the standard approach that simply combines 5-vectors from each detector. In our maximum likelihood approach, each 5-vector is weighted by the observation time and sensitivity of its respective detector, resulting in efficient estimators and analytical distributions for the detection statistic. Additionally, we present the analytical computation of sensitivity for different searches, expressed in terms of the minimum detectable amplitude.
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Cited by in corpus (5)
- Search for continuous gravitational waves from known pulsars in the first part of the fourth LIGO-Virgo-KAGRA observing run
- Search for continuous gravitational wave signals from luminous dark photon superradiance clouds with LVK O3 observations
- A directed continuous-wave search from Scorpius X-1 with the five-vector resampling technique
- Analytic weak-signal approximation of the Bayes factor for continuous gravitational waves
- Narrowband searches for continuous gravitational waves from known pulsars in the first two parts of the fourth LIGO--Virgo--KAGRA observing run