Open Access

Fig. 4.

image

Download original image

Estimation of T0, γ, σ8, and ns using score-compression from IMNN on the Fourier-transformed Lyα forest transmitted flux for three simulations run at fiducial parameter values with different initial random seeds. Each realization in the distribution of the estimated parameters is a bootstrap realization of a sample size of 50 mock spectra over the entire testing set. The distribution of the parameters was generated with 10 000 bootstrap realizations for each parameter. On the left panels, we plot the estimation for simulated sightlines that have the S/N distribution S/NFid with IMNN trained with sightlines that have S/NFid. On the right panels, we plot the estimation for 0.85 × S/NFid with IMNN trained with S/NFid sightlines. This shows the sensitivity of the trained NNs to noise level deviations in the data.

Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.

Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.

Initial download of the metrics may take a while.