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Planck intermediate results. LV. Reliability and thermal properties of high-frequency sources in the Second Planck Catalogue of Compact Sources
Planck Collaboration, Y. Akrami, M. Ashdown +117
We describe an extension of the most recent version of the Planck Catalogue of Compact Sources (PCCS2), produced using a new multi-band Bayesian Extraction and Estimation Package (…
Accelerating Bayesian microseismic event location with deep learning
A. Spurio Mancini, D. Piras, A. M. G. Ferreira +2
We present a series of new open source deep learning algorithms to accelerate Bayesian full waveform point source inversion of microseismic events. Inferring the joint posterior pr…
Dense output for highly oscillatory numerical solutions
F. J. Agocs, M. P. Hobson, W. J. Handley +1
We present a method to construct a continuous extension (otherwise known as dense output) for a numerical routine in the special case of the numerical solution being a scalar-value…
Ghost and tachyon free Weyl gauge theories: a systematic approach
Yun-Cherng Lin, Michael P. Hobson, Anthony N. Lasenby
We investigate the particle content of parity-preserving Weyl gauge theories of gravity (WGT) about a Minkowski background. Within a subset of the full theory, we use a systema…
Compromise-free Bayesian neural networks
Kamran Javid, Will Handley, Mike Hobson +1
We conduct a thorough analysis of the relationship between the out-of-sample performance and the Bayesian evidence (marginal likelihood) of Bayesian neural networks (BNNs), as well…