First article on topic: Fast network component analysis (FastNCA) for gene regulatory network reconstruction from microarray data.

Another one, on combining different high-throughput data sources to get higher-quality results: Uncovering signal transduction networks from high-throughput data by integer linear programming.

I’m especially interested in time-series network reconstruction algorithms. If you have a good advice to share with a newcomer to the networks field – don’t hesitate