Simple JavaScript implementation fuzzy search algorithm and example

Source: Internet
Author: User


Simply put, the edit distance is the number of changes to one string modified into another. If the number of changes is smaller, we can simply assume that the relationship between the two strings is tighter. For example today is the day of the week for today is Friday and tomorrow is Friday comparison, with today is Friday more closely, because the former edit distance is 1, the latter's editing distance is 2.

More detailed Baidu Encyclopedia has been said very clearly, here no longer repeat, mainly give JavaScript implementation methods:

According to the natural language algorithm, we first need to create a two-dimensional table based on the length of two strings:

function Levenshtein (A, b) {

var al = a.length + 1;

var bl = b.length + 1;

var result = [];

var temp = 0;

Creates a two-dimensional array for

(var i = 0; i < al; Result[i] = [i++]) {} for

(var i = 0; i < bl; Result[0][i] = i++) {}
  }

Then you need to traverse the two-bit array and get the minimum value of three values by following these rules:

If the topmost character equals the leftmost character, the upper-left digit. Otherwise, the upper left digit + 1.
Left-Hand digit + 1
Top number + 1
You need to determine whether two values are equal to determine whether the upper left number is + 1, so introduce the TEMP variable. We can write the following traversal code:

for (i = 1; i < Al; i++) {for

(var j = 1; j < BL; J +) {

//determine whether the top and left digits are equal

temp = a[i-1] = = B[j -1]?  0:1;

RESULT[I-1][J] + 1 left digit

//result[i][j-1] + 1 above number

//result[i-1][j-1] + temp upper left-hand digit

result[i] [j] = Math.min (Result[i-1][j] + 1, result[i][j-1] + 1, result[i-1][j-1] + temp);

}

}

Finally, the final value of the two-dimensional array is returned, which is the edit distance:

return result[i-1][j-1];
This function is complete:

Function levenshtein (a, b)  { var al = a.length + 1;

 var bl = b.length + 1;

 var result = [];

 var temp = 0;  //  create a two-dimensional array  for  (var i = 0; i < al; result[i]  = [i++])  {}  for  (Var i = 0; i < bl; result[0][i]  = i++)  {}    for  (i = 1; i < al; i++)  {  for  (var j = 1; j < bl; j++)  {    //  determine whether the top and left digits are equal    temp = a[i - 1] == b[j -

 1] ? 0 : 1;    // result[i - 1][j] + 1  left-hand digital    // result[i Digital    // r above][j - 1] + 1 esult[i - 1][j - 1] + temp  Top left Digit    result[i][j] =  Math.min (result[i - 1][j] + 1, result[i][j - 1] + 1, result[

I&NBSP;-&NBSP;1][J&NBSP;-&NBSP;1]&NBSP;+&NBSP;TEMP);

  }    return result[i-1][j-1];  }

Practical application

So now we're going to implement a simple search function.

The general idea is that the data and to search for the string to calculate the editing distance, and then sorted, the edit distance of small placed on the above display. Specific Demo to do in

Take a look at a small written example

Related Article

Contact Us

The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion; products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the content of the page makes you feel confusing, please write us an email, we will handle the problem within 5 days after receiving your email.

If you find any instances of plagiarism from the community, please send an email to: info-contact@alibabacloud.com and provide relevant evidence. A staff member will contact you within 5 working days.

A Free Trial That Lets You Build Big!

Start building with 50+ products and up to 12 months usage for Elastic Compute Service

  • Sales Support

    1 on 1 presale consultation

  • After-Sales Support

    24/7 Technical Support 6 Free Tickets per Quarter Faster Response

  • Alibaba Cloud offers highly flexible support services tailored to meet your exact needs.