Monday, July 09, 2007

Next 10 years of Structured Learning

ILP 07 had a discussion panel on next 10 years of structured learning. The video is now posted on Video Lectures

Here are couple of things that caught my eye

1. Bernhard Pfahringer -- someone should work on a centralized repository like, except for structured learning

2. Thomas Dietterich -- need a way to combine benefits of high-performance discriminative learning with semantics of generative models (for the purpose of being able to train various modules separately and then combine them)

3. Pedro Domingos -- current systems (logistic regression, perceptron, SVM) have 1 level of internal structure, need to work out ways to learn multi-tiered compact internal structure effectively

4. Pedro Domingos - - should craft algorithms for which tractable inference is the learning bias -- in other words, the algorithm is explicitly tailored to prefer models that are easy to do inference in


Anonymous said...

For (2), this paper seems relevant :

Unknown said...

There has fun on learning the structured lesson but it has take so time and practice to be the perfect on this structured thing. site to find out more helpful tips on writing.

Unknown said...

Sometimes it takes more time to do that but when you complete the whole structured learning then none can know better than you. good service that will give you a clear idea about the writing services.

yag said...

A great site of the structured learning with the help of which you can get the better blog. I think, there is the new place of the where you can get the great journey with the best pattern. You can also find the mathematics blogs in this place.

Baghii said...

A great place where you can find the ten years of the structured learning. Just get the proper place and explore more in this great section. You can find the best mathematics blogs here and can make the perfect deals here.

draj said...

Excellent machine learning blog,thanks for sharing...
Seo Internship in Bangalore
Smo Internship in Bangalore
Digital Marketing Internship Program in Bangalore