Garvin, E. O., Bonse, M. J., Hayoz, J., Cugno, G., Spiller, J., Patapis, P. A., dit de la Roche, D. P., Nath Ranga, R., Absil, O., Meinshausen, N. F., & Quanz, S. P. (06 September 2024). Machine learning for exoplanet detection in high-contrast spectroscopy: Revealing exoplanets by leveraging hidden molecular signatures in cross-correlated spectra with convolutional neural networks. Astronomy and Astrophysics, 689, 143. doi:10.1051/0004-6361/202449149 |
Nath Ranga, R., Absil, O., Christiaens, V., & Garvin, E. O. (06 September 2024). Machine learning for exoplanet detection in high-contrast spectroscopy: Combining cross-correlation maps and deep learning on medium-resolution integral-field spectra. Astronomy and Astrophysics, 689, 142. doi:10.1051/0004-6361/202449150 |
Nath, R. (2022). Improving Exoplanet detections by combing spatial and spectral data through ML techniques [Paper presentation]. PhD Day, Liege, Belgium. |
Nath, R., Absil, O., & Christiaens, V. (02 May 2022). Improving direct exoplanet detections using both spatial and spectral data through ML [Poster presentation]. Exoplanets 4, Las Vegas, United States - Nevada. doi:10.5281/zenodo.6533070 |
Nath, R., & Absil, O. (03 February 2020). Companion detections through spectra and ML [Paper presentation]. High Resolution spectroscopy workshop, Pasadena, United States. |
Nath, R., & Absil, O. (27 May 2019). Simultaneous detection and characterisation of exoplanets using machine learning [Paper presentation]. Artificial Intelligence in Astronomy. |