time-to-botec/squiggle/node_modules/@stdlib/stats/incr/mmse/lib/main.js

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/**
* @license Apache-2.0
*
* Copyright (c) 2018 The Stdlib Authors.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
'use strict';
// MODULES //
var isPositiveInteger = require( '@stdlib/assert/is-positive-integer' ).isPrimitive;
var incrmmean = require( './../../../incr/mmean' );
// MAIN //
/**
* Returns an accumulator function which incrementally computes a moving mean squared error.
*
* @param {PositiveInteger} W - window size
* @throws {TypeError} must provide a positive integer
* @returns {Function} accumulator function
*
* @example
* var accumulator = incrmmse( 3 );
*
* var m = accumulator();
* // returns null
*
* m = accumulator( 2.0, 3.0 );
* // returns 1.0
*
* m = accumulator( -5.0, 2.0 );
* // returns 25.0
*
* m = accumulator( 3.0, 2.0 );
* // returns 17.0
*
* m = accumulator( 5.0, -2.0 );
* // returns 33.0
*
* m = accumulator();
* // returns 33.0
*/
function incrmmse( W ) {
var mean;
if ( !isPositiveInteger( W ) ) {
throw new TypeError( 'invalid argument. Must provide a positive integer. Value: `' + W + '`.' );
}
mean = incrmmean( W );
return accumulator;
/**
* If provided input values, the accumulator function returns an updated mean squared error. If not provided input values, the accumulator function returns the current mean squared error.
*
* @private
* @param {number} [x] - input value
* @param {number} [y] - input value
* @returns {(number|null)} mean squared error or null
*/
function accumulator( x, y ) {
var r;
if ( arguments.length === 0 ) {
return mean();
}
r = y - x;
return mean( r*r );
}
}
// EXPORTS //
module.exports = incrmmse;