Languages
[Edit]
EN

JavaScript - check words similarity (fuzzy compare with bigrams)

11 points
Created by:
Dexter
660

In this article, we would like to show how to check words similarity in JavaScript.

Below logic:

  1. calculates words bigrams,
  2. counts bigram hits to find similarity,
  3. divides hits by bigrams to calculate final words similarity.

Below checkSimilarity() function result indicates how two words are similar.

Similarity measured is from 0 where:

  • 0 - means: the worlds are totally different,
  • >=1 - means: the words are the same or contain similar part.

That kind of approach is may be applied in fuzzy search.

Practical example:

// ONLINE-RUNNER:browser;

const createBigram = word => {
    const input = word.toLowerCase();
    const vector = [];
    for (let i = 0; i < input.length; ++i) {
      	vector.push(input.slice(i, i + 2));
    }
    return vector;
};

const checkSimilarity = (a, b) => {
    if (a.length > 0 && b.length > 0) {
        const aBigram = createBigram(a);
        const bBigram = createBigram(b);
        let hits = 0;
        for (let x = 0; x < aBigram.length; ++x) {
            for (let y = 0; y < bBigram.length; ++y) {
                if (aBigram[x] === bBigram[y]) {
                    hits += 1;
                }
          	}
        }
        if (hits > 0) {
          	const union = aBigram.length + bBigram.length;
        	return (2.0 * hits) / union;
        }
    }
    return 0;
};


// Usage example:

console.log(checkSimilarity('Chris',  'Chris'));  // 1
console.log(checkSimilarity('John1',  'John2'));  // 0.6
console.log(checkSimilarity('Google', 'Gogle'));  // 0.9090909090909091
console.log(checkSimilarity('Ann',    'Matt' ));  // 0

Note: do not compare sentences or whole texts using the above function - it may lead to comparison mistakes.

 

See also

  1. JavaScript - Soundex algorithm implementation

  2. JavaScript - calculates Levenshtein distance between strings

References

  1. Bigram - Wikipedia
  2. Approximate string matching - Wikipedia

Alternative titles

  1. JavaScript - fuzzy text compare
Donate to Dirask
Our content is created by volunteers - like Wikipedia. If you think, the things we do are good, donate us. Thanks!
Join to our subscribers to be up to date with content, news and offers.

JavaScript - string metrics algorithms

Native Advertising
🚀
Get your tech brand or product in front of software developers.
For more information Contact us
Dirask - we help you to
solve coding problems.
Ask question.

❤️💻 🙂

Join