Flat Models
...
Page
Category
Word1
WordN
LinkWordN
...
P(Category|Words)
Logistic
Regression
Let’s get back to the task of classifying web pages.
Now, what we really need is a model that predicts categories from words.  We can learn such a model – it
Can be viewed as a conditional markov net or more commonly known as generalized logistic regression.