- [ ] Reproduce the results of a machine learning paper to find gravitational wave events (e.g. https://arxiv.org/abs/1909.13442 Gravitational wave signal recognition of O1 data by deep learning, He Want et al.)
- [ ] Reproduce the results of a machine learning paper to find gravitational wave events, e.g.
- https://arxiv.org/abs/1909.13442 Gravitational wave signal recognition of O1 data by deep learning, He Want et al.
- https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.120.141103 Matching Matched Filtering with Deep Networks for Gravitational-Wave Astronomy
- https://arxiv.org/abs/1909.06296 Bayesian parameter estimation using conditional variational autoencoders for gravitational-wave astronomy
- [ ] compute the p value/ false alarm rate for machine learning algorithm
- [ ] extend the above paper to O2/O3a
References:
- A survey for literature: https://iphysresearch.github.io/Survey4GWML/