I want a machine to learn to categorize short texts

Posted by Jasie on Stack Overflow See other posts from Stack Overflow or by Jasie
Published on 2010-04-23T05:23:43Z Indexed on 2010/04/23 7:23 UTC
Read the original article Hit count: 258

Filed under:

machine-learning

Hello,

I have a ton of short stories about 500 words long and I want to categorize them into one of, let's say, 20 categories:

Entertainment
Food
Music
etc

I can hand-classify a bunch of them, but I want to implement machine learning to guess the categories eventually. What's the best way to approach this? Is there a standard approach to machine learning I should be using? I don't think a decision tree would work well since it's text data...I'm completely new in this field.

Any help would be appreciated, thanks!

Related posts about machine-learning

Machine learning challenge: diagnosing program in java/groovy (datamining, machine learning)

as seen on Stack Overflow - Search for 'Stack Overflow'
Hi All! I'm planning to develop program in Java which will provide diagnosis. The data set is divided into two parts one for training and the other for testing. My program should learn to classify from the training data (BTW which contain answer for 30 questions each in new column, each record in… >>> More
Is it possible to predict future using machine learning and/or AI?

as seen on Programmers - Search for 'Programmers'
Recently I have started reading about machine learning. From 3000 feet view, machine learning seems really great thing but as if now I have found that machine learning is limited to only 3 types of algorithms namely classification, clustering and recommendations. I would like to know if my assumption… >>> More
Design for a machine learning artificial intelligence framework

as seen on Stack Overflow - Search for 'Stack Overflow'
This is a community wiki which aims to provide a good design for a machine learning/artificial intelligence framework (ML/AI framework). Please contribute to the design of a language-agnostic framework which would allow multiple ML/AI algorithms to be plugged into a single framework which: runs… >>> More
Design for a machine learning artificial intelligence framework (community wiki)

as seen on Stack Overflow - Search for 'Stack Overflow'
This is a community wiki which aims to provide a good design for a machine learning/artificial intelligence framework (ML/AI framework). Please contribute to the design of a language-agnostic framework which would allow multiple ML/AI algorithms to be plugged into a single framework which: runs… >>> More
A good machine learning technique to weed out good URLs from bad

as seen on Stack Overflow - Search for 'Stack Overflow'
Hi, I have an application that needs to discriminate between good HTTP GET requests and bad. For example: http://somesite.com?passes=dodgy+parameter # BAD http://anothersite.com?passes=a+good+parameter # GOOD My system can make a binary decision about whether or not a… >>> More

Developer IT

I want a machine to learn to categorize short texts - Developer IT

I want a machine to learn to categorize short texts

machine-learning

Related posts about machine-learning

Machine learning challenge: diagnosing program in java/groovy (datamining, machine learning)

Is it possible to predict future using machine learning and/or AI?

Design for a machine learning artificial intelligence framework

Design for a machine learning artificial intelligence framework (community wiki)

A good machine learning technique to weed out good URLs from bad

Categories cloud