Monday, August 27, 2012

Wisdom of Pearl

Excerpts from an interview that Judea Pearl gave for the June 2012 issue of CACM:

On causation and its importance:
Simulating intervention, by the way, was an idea that was thought of by economists in 1943. Trygve Haavelmo had this idea that economics models are a guide to policy-making, and that you can predict what will happen when the government intervenes and raises taxes or imposes duties by modifying the equations in the model. And that was taken on by other economists, but it didn't catch, because they had very lousy models of the economy, so they couldn't demonstrate success. And because they couldn't demonstrate success, the whole field of economics regressed and became a hotbed for statistical predictions. Economists have betrayed causality. I never expressed it this way before, but in all honesty this is what it boils down to. In computer science, we remain faithful to logic and try to improve our models, while economists compromised on logic to cover up for bad models.
 On interfaith dialogue:
... religious myths are just metaphors, or poetry, for genuine ideas we find difficult to express otherwise. So, yes, you could say I use computer science in my religious dialogues, because I view religion as a communication language. True, it seems futile for people to argue if a person goes to heaven from the East Gate or the West Gate. But, as a computer scientist, you forgive the futility of such debates, because you appreciate the computational role of the gate metaphor.

Thursday, August 16, 2012

Stories That Work

Nathan Myhrvold eloquently points to The Scientific Method as his favorite deep, elegant or beautiful explanation in his response to Edge's 2012 Annual Question. In the conclusion to his response, however,  one finds him unusually off guard. It has an "analogous to evolution" argument that plays straight into the hands of creationists since the explanation behind evolution is itself obtained by the favored method. Excerpt here:
It's hard to overestimate the importance of the scientific method. Human culture contains much more than science—but science is the part that actually works—the rest is just stories. The rationally based inquiry the scientific method enables is what has given us science and technology and vastly different lifestyles than those of our hunter-gatherers ancestors. In some sense it is analogous to evolution. The sum of millions of small mutations separate us from single celled like blue-green algae. Each had to survive the test of selection and work better than the previous state in the sense of biological fitness. Human knowledge is the accumulation of millions of stories-that-work, each of which had to survive the test of the scientific method, matching observation and experiment more than the predecessors. Both evolution and science have taken us a long way, but looking forward it is clear that science will take us much farther.