Publications
Journal articles
- Palud, P., Einig, L., Le Petit, F., Bron, E., Chainais, P., Chanussot, J., Pety, J., Thouvenin, P.-A., Languignon, D., Beslić, I., Garcia Santa-Maria, M., Orkisz, J. H., Ségal, L., Zakardjian, A., Bardeau, S., Gerin, M., Goicoechea, J. R., Gratier, P., Guzman, V. V., & et al. (2023). Neural network-based emulation of interstellar medium models. A&A.
- Palud, P., Thouvenin, P.-A., Chainais, P., Bron, E., & Le Petit, F. (2023). Efficient sampling of non log-concave posterior distributions with mixture of noises. IEEE Transactions on Signal Processing, 71, 2491–2501.
International conferences
- Mixture of noises and sampling of non-log-concave posterior distributions. (2022). 2022 30th European Signal Processing Conference (EUSIPCO), 2031–2035.
Workshop and conference abstracts
- Palud, P., Le Petit, F., Chainais, P., Thouvenin, P.-A., Bron, E., & the ORION B consortium. (2022). Inferring physical conditions in star forming regions with new Bayesian approach and spatial regularization. Proceedings of the “Physique Et Chimie Du Milieu Interstellaire” (PCMI) Conference.
- Palud, P., Bron, E., Thouvenin, P.-A., Le Petit, F., & Chainais, P. (2022). Sampler algorithm for non-convex inverse problem. 3rd IMA Conference on Inverse Problems from Theory to Application, 44.
- Palud, P., Le Petit, F., Chainais, P., Bron, E., & Thouvenin, P.-A. (2022). Dealing with uncertainty in millimeter astronomy: towards more realistic noise model and Bayesian approach. Multi-Line Diagnostics of the Interstellar Medium (IRAM).
National conferences
- Palud, P., Chainais, P., Le Petit, F., Thouvenin, P.-A., & Bron, E. (2023). Problèmes inverses et test bayésien d’adéquation du modèle. 29° Colloque Sur Le Traitement Du Signal Et Des Images.
- Palud, P., Chainais, P., Le Petit, F., Thouvenin, P.-A., Bron, E., & Vono, M. (2022). Mélange de bruits et échantillonnage de posterior non log-concave. 28° Colloque Sur Le Traitement Du Signal Et Des Images.
Thesis
- Palud, P. Sampling methods for statistical inference of non-linear inverse problems: spatial distribution of physico-chemical properties of the interstellar medium.