A JavaScript library for Bayesisan classification
A JavaScript library for Bayesisan classification
Initial API ideas:
let classifier = new Classifier();
// Text to train, followed by category name
classifier.train("I am happy.", "happy");
classifier.train("I am sad and I am very sad.", "sad");
classifier.train("I have mixed feelings.", "mixed");
classifier.probabilities();
let results = classifier.guess("Yesterday, I was very very happy, so happy.");
console.log(results);
Allow user to pass in their own function for token validation?
Some ideas:
What else?
There's a function called probabilities() which calculates everything. The library should probably execute this function internally after each call to train()? Also, naming-wise it should probably be called something else. .. calculate()?
Allow use to pass in their own function to tokenize the text?
This is what I'm doing now:
if (word[category].prob < 0.01) word[category].prob = 0.01;
if (word[category].prob > 0.99) word[category].prob = 0.99;
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