This is the bimonthly 'What are you working On?' thread. Previous threads are here. So here's the question:
What are you working on?
Here are some guidelines:
- Focus on projects that you have recently made progress on, not projects that you're thinking about doing but haven't started.
- Why this project and not others? Mention reasons why you're doing the project and/or why others should contribute to your project (if applicable).
- Talk about your goals for the project.
- Any kind of project is fair game: personal improvement, research project, art project, whatever.
- Link to your work if it's linkable.
http://lesswrong.com/lw/9pl/automatic_programming_an_example/
Was this better?
I always want the shortest possible generating algorithm. Everything else, any "dimensionality" is just irrelevant.
Yes, I think that was better, because the ground truth is Kepler's third law and jimrandomh pointed out your method actually recaptures a (badly obfuscated and possibly overfit) variant of it.
"Dimensionality" is totally relevant in any approach to supervised learning. But it matters even without considering the bias/variance trade-off, etc.
Imagine that you have an high-dimensional predictor, of which one dimension completely determines the outcome and the rest are noise. Your shortest possible generating algorithm is going to have to pick out the... (read more)