Exponential Families
In my last post [http://jsteinhardt.wordpress.com/2012/12/06/log-linear-models/]
I discussed log-linear models. In this post I'd like to take another perspective
on log-linear models, by thinking of
Algebra trick of the day
I've decided to start recording algebra tricks as I end up using them. Today I
actually have two tricks, but they end up being used together a lot. I don'
Log-Linear Models
I've spent most of my research career trying to build big, complex
nonparametric
models
[http://jmlr.csail.mit.edu/proceedings/papers/v22/steinhardt12/steinhardt12.pdf]
; however, I've more recently
Beyond Bayesians and Frequentists
(This is available in pdf form here
[http://web.mit.edu/jsteinha/www/stats-essay.pdf].)
If you are a newly initiated student into the field of machine learning, it
won't be
Verifying Stability of Stochastic Systems
I just finished presenting my recent paper on stochastic verification at RSS
2011. There is a conference version online
[http://www.roboticsproceedings.org/rss07/p41.html], with a journal article to
come later.