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Implementation of Co-Training for Cross-Lingual Sentiment Classification

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Cross-Lingual Sentiment Classification

Implementation of Co-Training for Cross-Lingual Sentiment Classification

Prerequisite

  • Python 2.7
  • tqdm, prograss bar
  • mtranslate, Python API for Google translate
  • pyltp, Python extension for LTP
  • scikit-learn, Python tool for mining and data analysis
  • scipy, Python-based ecosystem of open-source software for mathematics, science, and engineering

Result

Use accuracy to measure the performance of different domains.

p, n, iter DVD Music Book Total
5, 5, 80 0.8055 0.74825 0.816 0.78992
10, 10, 80 0.817 0.76775 0.81575 0.80017
10, 10, 120 0.8205 0.77725 0.819 0.80558
15, 15, 120 0.8235 0.7845 0.82825 0.81208
20, 20, 200 0.82625 0.78475 0.8345 0.81517

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