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Toward Machine-learning-based Metastudies: Applications to Cosmological Parameters

  • Authors: Tom Crossland, Pontus Stenetorp, Daisuke Kawata, Sebastian Riedel, Thomas D. Kitching, Anurag Deshpande, Tom Kimpson, Choong Ling Liew-Cain, Christian Pedersen, Davide Piras, Monu Sharma

Tom Crossland et al 2023 The Astrophysical Journal Supplement Series 269 .

  • Provider: AAS Journals

Caption: Figure 8.

Comparison of search results for the rule-based (a) and neural (b) models for the cosmological matter density, Ω M . Both plots show only measurements that report a central value and an uncertainty (the neural model also contains constraint measurements, but these have been omitted for clarity), shown in blue. The mean (red points) and dispersion (error bars) of the Gaussian mixture models fitted on overlapping 5 yr bins are also shown.

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