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Valentin Calomme
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Yes, you can. Not quite sure what else to add. Your formula can then look like:

$$ Score = \sum_{i}{f(salience_i, frequency_i, sentiment_i)}$$

Where $f$ is a function that weighs your sentiment score with the salience and frequency. Up to you to define how.

  • What if you don't know which $f$ to use?

Now, bear with me, this isn't something I've tried per se, but this could be an interesting approach. You could use a recurrent neural network and your input could be the salience, frequency, and sentiment score for each word. Not only will your RNN "create" (ideally) the best $f$ for your particular problem, but it will also use the sequential information of the words, which may even improve your results.

Yes, you can. Not quite sure what else to add. Your formula can then look like:

$$ Score = \sum_{i}{f(salience_i, frequency_i, sentiment_i)}$$

Where $f$ is a function that weighs your sentiment score with the salience and frequency. Up to you to define how.

Yes, you can. Not quite sure what else to add. Your formula can then look like:

$$ Score = \sum_{i}{f(salience_i, frequency_i, sentiment_i)}$$

Where $f$ is a function that weighs your sentiment score with the salience and frequency. Up to you to define how.

  • What if you don't know which $f$ to use?

Now, bear with me, this isn't something I've tried per se, but this could be an interesting approach. You could use a recurrent neural network and your input could be the salience, frequency, and sentiment score for each word. Not only will your RNN "create" (ideally) the best $f$ for your particular problem, but it will also use the sequential information of the words, which may even improve your results.

Source Link
Valentin Calomme
  • 7.5k
  • 3
  • 24
  • 59

Yes, you can. Not quite sure what else to add. Your formula can then look like:

$$ Score = \sum_{i}{f(salience_i, frequency_i, sentiment_i)}$$

Where $f$ is a function that weighs your sentiment score with the salience and frequency. Up to you to define how.