Information Theory
& Natural Language Processing
[ In my spare time,
I look into some of these topics as part of my excercises in my studies of
optimization models and iterative algorithms. It's so interesting to see those
different topics have similar mathematics background.
[This page was not
changed during the past year. ]
Often, the behavior of Internet
can be rooted back to the user behavior. I wonder if we can look at the web
content in a natural language view and understand the usage pattern better...
A popular model in NLP is
Maximum Entropy Model. The concept of entropy came from Shannon’s information theory in the
middle of last century…
Some of
the tutorials:
Adam
Berger’s MaxEnt Tutorial at CMU
Adwait
Ratnaparkhi’s Introduction to MaxEnt in NLP
Projects:
SourceForge
Project: OpenNLP (MaxEnt is an
interesting part of it.)