Mancini, Alessio Spurio

1. Machine learning assisted Bayesian model comparison: learnt harmonic mean estimator
   2021/11/24 by Jason D. McEwen, McEwen, Jason D., Christopher G. R. Wallis +5 · 6 citations
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical and numerical algorithms
2. High-accuracy emulators for observables in ΛCDM, N_eff, Σm_ν, and w cosmologies
   2023/03/02 by Bolliet, Boris, Mancini, Alessio Spurio, Hill, J. Colin +4 · 3 citations
   #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences
3. Learned harmonic mean estimation of the Bayesian evidence with normalizing flows
   2024/05/09 by Alicja Polanska, Matt A. Price, Polanska, Alicja +7 · 1 voice · 4 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Fault Detection and Control Systems #Fluid Dynamics and Mixing
4. Testing interacting dark energy with Stage IV cosmic shear surveys through differentiable neural emulators
   2024/10/14 by Karim Carrion, Carrion, Karim, A. Spurio Mancini +5 · 3 citations
   Physics and Astronomy · Computer Science · Mathematics · #Astronomy and Astrophysical Research #Computational Physics and Python Applications #Statistical and numerical algorithms
5. Learned harmonic mean estimation of the marginal likelihood with normalizing flows
   2023/06/30 by Alicja Polanska, Matt A. Price, Polanska, Alicja +5 · 1 citation
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference
6. Constraining the primordial power spectrum using a differentiable likelihood
   2025/02/28 by Chaki, Subarna, Nicola, Andrina, Mancini, Alessio Spurio +2 · 1 citation
   #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences