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newsline's Introduction

newsline

This is an application in clojure which would accept a news article as input and categorise it into any of the given categories.

Installation

Usage

	If running through lein use,

	lein run <filename.txt>

$ java -jar newsline-0.1.0-standalone.jar [args]

Issues

  • Words like "going" do not get recognised by wordnet at all for some reason. Need to figure a way out for this.

  • So Stemming was basically the shitiest idea in the world because half the time it doesn't work correctly.

  • It seems defining wordnet words without a pos tag actually is better because more words get recognised then.

  • Ditching the stemming idea initially(since the related synsets would automatically give us stemmed words) and now have to figure how to get more words to be recognised by wordnet.

  • Clojure shares its variables across functions. wtf?

  • Using .getOffset and .getSynsetID, I can find the value of the Synset ID for each instance of the word. Now I've realised that this value is very close for words that are very closely related.

  • I can formulate a function to calculate the difference between two synset id's, which can be used to make the value of the weight function.

  • We can also use statistical method to bolster the value of recurring words so that they are given higher priority.

Next Steps

  • Make a list of all the synset words gathered and find the synset for each.
  • Need to figure out how to add activation functions for this.
  • Make a Global Key List with all words and their synsetIDs along with their activation values. All words in the article get a default activation value of 1(or some other number).
  • Hide the crappy warnings from the stemmer module.

License

Distributed under the Eclipse Public License either version 1.0 or (at your option) any later version.

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