Thanks for the thesis link. That looks to be an interesting read and should be quite informative about pattern recognition, entropy, and complexity.

Some of you may remember a previous discussion of Shalizi here in which he was criticized for his position on thermodynamics. (Scroll to the bottom.)

By the way, I thought Pearl gave algorithms for identifying causal structure in Causality or Probabilistic Reasoning. Are they not effective enough?