Friday, November 09, 2007

Ising model

Ising Models are important for Machine Learning because they are well-studied physical counter-parts of binary valued undirected graphical models. Belief Propagation in such models is equivalent to iteration of the Bethe-Pieirls fixed point equations. Recently Michael Chertkov and Vladimir Chernyak formulated an expression that gave exact expression for the partition function in terms of a local BP solution (slides), and Gómez,Mooij,Kappen followed up by truncating the exact expression and applying it to diagnostic inference task (related slides, approach based on method by Montanari and Rizzo)slides)

While catching up on Ising models, here are a few Ising Model introductory materials I've scanned/scavenged

7 comments:

Joris Mooij said...

The slides you linked to are actually about another method to correct approximate inference methods for the influence of loops, which is not directly related to the method proposed by Chertkov and Chernyak, but to the method proposed by Montanari and Rizzo.

Yaroslav said...

Thanks for the correction, I've added a note

Thomas Driscoll said...

Such a great blog post you have shared with theirs. He ends up being more responsive and feeble to the prerequisites of individuals who are not so much honored but instead more justifying than him. This homepage is really good for the all level of students.

Thomas Driscoll said...

Informational mind science considers both the private ways to deal with preparing as inability, insufficiency, discovering hypotheses requested to kids and https://www.lawessays.org/environmental-law-dissertation-topics/ site the extra finished target ways to deal with finding as for the exhibit of schools as open or standard systems.

Waite said...

I looked me confusing in start by as I read more I really started enjoying this.It is so nice and informative post from different ways.Keep posting good posts.

Darnell S Dickens said...

Educational thoughts technology views both personal methods to cope with planning because failure, deficit, finding ideas asked for in order to children as well as http://www.critiquingqualitativeresearch.com/qualitative-research-critique-services/ website the additional completed focus on methods to cope with discovering when it comes to display associated with colleges because open up or even regular techniques.

Arlen Williams said...

I actually checked people baffling around start with when i learn extra I actually going taking advantage of the following look here. Its hence awesome plus enlightening posting out of various methods. Continue to keep writing fine discussions.