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wordcontextmatrix's Introduction

Learning an Incremental Opinion Lexicon from Twitter Streams

This project takes as input (and strong assumption) a seed lexicon of known words with their polarities and a file of arbitrary size to simulate an input stream. The program then builds a word context matrix from the input stream by sliding a window over the input. Word vectors are formed from this process. When a word has been seen a specified number of times, it is sent to a classifier to be trained or tested.

It is hoped that this application and implementation of common techniques in a novel manner will yield comparable results to established methods but will use significantly less resources to do so.

Required files and inputs

  • Seed lexicon (words and polarities)
  • File for streaming of tweets (the content)

Usage

When compiled, the program is run from the command line by passing in the following arguemnts:

[SeedLexicon][InputFile][OutputFileName][VocabularySize][ContextVectorSize][WindowSize]

wordcontextmatrix's People

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