BNF toolbox allows for Dynamic Bayesian Network (DBN) reconstruction. It is written in python, and distributed under GNU GPL Library version 2.
The software itself can be downloaded from here. (it requires python version > 2.4, please see the installation istruction).
Supplementary documentation:
If you do not want to install the software, try our Web interface. In order to test it, you only need to provide an input file containing expression time-series (example file) and your e-mail address. The resulting network (in a SIF format readable by Cytoscape) will be sent to your e-mail address.