compute-euclidean-distance

1.0.0 • Public • Published

Euclidean Distance

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Computes the Euclidean distance between two arrays.

The Euclidean distance is the straight line distance between two points in Euclidean space.

Euclidean distance formula

Installation

$ npm install compute-euclidean-distance

For use in the browser, use browserify.

Usage

var euclidean = require( 'compute-euclidean-distance' );

euclidean( x, y[, accessor] )

Computes the Euclidean distance between two arrays.

var x = [ 2, 4, 5, 3, 8, 2 ],
    y = [ 3, 1, 5, -3, 7, 2 ];
 
var d = euclidean( x, y );
// returns ~6.86

For object arrays, provide an accessor function for accessing numeric values.

var x, y, d;
 
= [
    [1,2],
    [2,4],
    [3,5],
    [4,3],
    [5,8],
    [6,2]
];
 
= [
    {'y':3},
    {'y':1},
    {'y':5},
    {'y':-3},
    {'y':7},
    {'y':2}
];
 
function getValue( d, i, j ) {
    if ( j === 0 ) {
        return d[ 1 ];
    }
    return d.y;
}
 
= euclidean( x, y, getValue );
// returns ~6.86

The accessor function is provided three arguments:

  • d: current datum.
  • i: current datum index.
  • j: array index; e.g., array x has index 0, and array y has index 1.

If provided empty arrays, the function returns null.

Examples

var euclidean = require( 'compute-euclidean-distance' );
 
var x = new Array( 100 ),
    y = new Array( 100 );
 
for ( var i = 0; i < x.length; i++ ) {
    x[ i ] = Math.round( Math.random()*10 );
    y[ i ] = Math.round( Math.random()*10 );
}
 
console.log( euclidean( x, y ) );

To run the example code from the top-level application directory,

$ node ./examples/index.js

References

  • Dahlquist, Germund and Bjorck, Ake. Numerical Methods in Scientific Computing.
  • Blue, James (1978) "A Portable Fortran Program To Find the Euclidean Norm of a Vector". ACM Transactions on Mathematical Software.
  • Higham, Nicholas J. Accuracy and Stability of Numerical Algorithms, Second Edition.

This module implements a one-pass algorithm proposed by S.J. Hammarling.

Tests

Unit

Unit tests use the Mocha test framework with Chai assertions. To run the tests, execute the following command in the top-level application directory:

$ make test

All new feature development should have corresponding unit tests to validate correct functionality.

Test Coverage

This repository uses Istanbul as its code coverage tool. To generate a test coverage report, execute the following command in the top-level application directory:

$ make test-cov

Istanbul creates a ./reports/coverage directory. To access an HTML version of the report,

$ make view-cov

License

MIT license.

Copyright

Copyright © 2015. Athan Reines.

Dependencies (2)

Dev Dependencies (6)

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