Figure 5
From: Inferring Boolean network states from partial information
Maximal probability reconstruction vs. gradient descent reconstruction. Maximal probability reconstruction vs. gradient descent reconstruction of trajectories of the Boolean XOR (left) and Boolean NOR (right) networks. Rows correspond to the time points and columns to network nodes. For display purposes, only a prefix of the trajectory is shown. The yellow color represents mistakes, i.e., values which are different than the real Boolean values, and orange represents a correct value. In each of the two comparisons, the maximal probability reconstruction is presented to the left of the gradient descent reconstruction. Overall, the gradient descent is more accurate than the maximal probability reconstruction. The percentages of incorrect reconstructed values for the latter method are 17.6% (XOR) and 18% (NOR), and for the gradient descent reconstruction, 6.7% (XOR) and 2.2% (NOR).