Hidden Markov Model

The hidden Markov model or HMM for short is a probabilistic sequence model that assigns a label to each unit in a sequence of observations. The model computes a probability distribution over possible sequences of labels and chooses the best label sequence that maximizes the probability of …

A statistical language modeling is a task of computing the probability of a sentence or sequence of words from a corpus. The standard is a trigram language model where the probability of a next word depends only on the previous two words. But the state-of-the-art as of writing is achieved …

Background

Automatic text summarization is an area of machine learning that has made significant progress over the past years. We read hundreds and thousands of articles either on our desktop, tablet, or mobile devices, and we simply don't have the time to peruse all of them. As such problem of …