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Table 4

Prior-posterior information gain measured in bits on the marginal distribution of each model parameter.

Run Field selection Information gain (bit)
log L0 γ1 γ2 p1 p2 zc log La α log A
1 MAXI 0.67 0.26 0.40 0.04 0.03 0.02 0.05 0.04 0.53
2 XMM-HBSS 0.54 0.66 0.38 0.13 0.10 0.30 0.13 0.04 0.76
3 XMM-COSMOS 1.23 0.97 0.92 0.77 0.08 0.59 0.23 0.04 1.27
4 XMM-LH 0.65 0.58 0.54 0.66 0.19 0.52 0.39 0.09 0.94
5 XMM-CDFS 0.92 0.74 0.73 0.24 0.59 0.31 0.16 0.18 0.9
6 Chandra-COSMOS 1.26 1.2 1.08 0.73 0.16 0.63 0.47 0.05 1.38
7 Chandra-AEGIS-XD 0.88 0.79 0.93 0.50 0.31 0.40 0.41 0.60 1.28
8 Chandra-CDFS 0.83 0.72 0.68 0.91 0.13 0.28 0.35 0.05 1.13
9 – XMM – 1.54 1.22 1.40 1.17 0.53 0.74 0.35 0.58 1.63
10 – – Chandra 1.51 1.34 1.24 0.35 0.89 0.83 0.63 0.95 1.91
11* – XMM Chandra 1.81 1.52 1.57 1.10 1.02 0.97 0.87 1.25 2.09
12 MAXI XMM – 1.65 1.33 1.29 1.59 0.58 0.74 0.38 0.71 1.67
13 MAXI – Chandra 1.63 1.39 1.31 1.31 1.09 0.74 0.78 1.27 1.82
14* MAXI XMM Chandra 1.88 1.57 1.52 1.59 1.15 1.01 1.04 1.53 2.02

Notes. Zero bits means that the dataset carried no information regarding the specific parameter.

(*)

In the runs where both XMM and Chandra fields are used, the overlap of the COSMOS and CDFS fields have been taken into account, as described in Sect. 2.1.

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