189 lines
4.7 KiB
Markdown
189 lines
4.7 KiB
Markdown
|
<!--
|
||
|
|
||
|
@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.
|
||
|
|
||
|
-->
|
||
|
|
||
|
# incrmprod
|
||
|
|
||
|
> Compute a moving product incrementally.
|
||
|
|
||
|
<section class="intro">
|
||
|
|
||
|
For a window of size `W`, the moving product is defined as
|
||
|
|
||
|
<!-- <equation class="equation" label="eq:moving_product" align="center" raw="\prod_{i=0}^{W-1} x_i" alt="Equation for the moving product."> -->
|
||
|
|
||
|
<div class="equation" align="center" data-raw-text="\prod_{i=0}^{W-1} x_i" data-equation="eq:moving_product">
|
||
|
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@49d8cabda84033d55d7b8069f19ee3dd8b8d1496/lib/node_modules/@stdlib/stats/incr/mprod/docs/img/equation_moving_product.svg" alt="Equation for the moving product.">
|
||
|
<br>
|
||
|
</div>
|
||
|
|
||
|
<!-- </equation> -->
|
||
|
|
||
|
</section>
|
||
|
|
||
|
<!-- /.intro -->
|
||
|
|
||
|
<section class="usage">
|
||
|
|
||
|
## Usage
|
||
|
|
||
|
```javascript
|
||
|
var incrmprod = require( '@stdlib/stats/incr/mprod' );
|
||
|
```
|
||
|
|
||
|
#### incrmprod( window )
|
||
|
|
||
|
Returns an accumulator `function` which incrementally computes a moving product. The `window` parameter defines the number of values over which to compute the moving product.
|
||
|
|
||
|
```javascript
|
||
|
var accumulator = incrmprod( 3 );
|
||
|
```
|
||
|
|
||
|
#### accumulator( \[x] )
|
||
|
|
||
|
If provided an input value `x`, the accumulator function returns an updated product. If not provided an input value `x`, the accumulator function returns the current product.
|
||
|
|
||
|
```javascript
|
||
|
var accumulator = incrmprod( 3 );
|
||
|
|
||
|
var p = accumulator();
|
||
|
// returns null
|
||
|
|
||
|
// Fill the window...
|
||
|
p = accumulator( 2.0 ); // [2.0]
|
||
|
// returns 2.0
|
||
|
|
||
|
p = accumulator( 1.0 ); // [2.0, 1.0]
|
||
|
// returns 2.0
|
||
|
|
||
|
p = accumulator( 3.0 ); // [2.0, 1.0, 3.0]
|
||
|
// returns 6.0
|
||
|
|
||
|
// Window begins sliding...
|
||
|
p = accumulator( -7.0 ); // [1.0, 3.0, -7.0]
|
||
|
// returns -21.0
|
||
|
|
||
|
p = accumulator( -5.0 ); // [3.0, -7.0, -5.0]
|
||
|
// returns 105.0
|
||
|
|
||
|
p = accumulator();
|
||
|
// returns 105.0
|
||
|
```
|
||
|
|
||
|
Under certain conditions, overflow may be transient.
|
||
|
|
||
|
```javascript
|
||
|
// Large values:
|
||
|
var x = 5.0e+300;
|
||
|
var y = 1.0e+300;
|
||
|
|
||
|
// Tiny value:
|
||
|
var z = 2.0e-302;
|
||
|
|
||
|
// Initialize an accumulator:
|
||
|
var accumulator = incrmprod( 3 );
|
||
|
|
||
|
var p = accumulator( x );
|
||
|
// returns 5.0e+300
|
||
|
|
||
|
// Transient overflow:
|
||
|
p = accumulator( y );
|
||
|
// returns Infinity
|
||
|
|
||
|
// Recover a finite result:
|
||
|
p = accumulator( z );
|
||
|
// returns 1.0e+299
|
||
|
```
|
||
|
|
||
|
Similarly, under certain conditions, underflow may be transient.
|
||
|
|
||
|
```javascript
|
||
|
// Tiny values:
|
||
|
var x = 4.0e-302;
|
||
|
var y = 9.0e-303;
|
||
|
|
||
|
// Large value:
|
||
|
var z = 2.0e+300;
|
||
|
|
||
|
// Initialize an accumulator:
|
||
|
var accumulator = incrmprod( 3 );
|
||
|
|
||
|
var p = accumulator( x );
|
||
|
// returns 4.0e-302
|
||
|
|
||
|
// Transient underflow:
|
||
|
p = accumulator( y );
|
||
|
// returns 0.0
|
||
|
|
||
|
// Recover a non-zero result:
|
||
|
p = accumulator( z );
|
||
|
// returns 7.2e-304
|
||
|
```
|
||
|
|
||
|
</section>
|
||
|
|
||
|
<!-- /.usage -->
|
||
|
|
||
|
<section class="notes">
|
||
|
|
||
|
## Notes
|
||
|
|
||
|
- Input values are **not** type checked. If provided `NaN` or a value which, when used in computations, results in `NaN`, the accumulated value is `NaN` for **at least** `W-1` future invocations. If non-numeric inputs are possible, you are advised to type check and handle accordingly **before** passing the value to the accumulator function.
|
||
|
- As `W` values are needed to fill the window buffer, the first `W-1` returned values are calculated from smaller sample sizes. Until the window is full, each returned value is calculated from all provided values.
|
||
|
- For large accumulation windows or accumulations of either large or small numbers, care should be taken to prevent overflow and underflow. Note, however, that overflow/underflow may be transient, as the accumulator does not use a double-precision floating-point number to store an accumulated product. Instead, the accumulator splits an accumulated product into a normalized **fraction** and **exponent** and updates each component separately. Doing so guards against a loss in precision.
|
||
|
|
||
|
</section>
|
||
|
|
||
|
<!-- /.notes -->
|
||
|
|
||
|
<section class="examples">
|
||
|
|
||
|
## Examples
|
||
|
|
||
|
<!-- eslint no-undef: "error" -->
|
||
|
|
||
|
```javascript
|
||
|
var randu = require( '@stdlib/random/base/randu' );
|
||
|
var incrmprod = require( '@stdlib/stats/incr/mprod' );
|
||
|
|
||
|
var accumulator;
|
||
|
var v;
|
||
|
var i;
|
||
|
|
||
|
// Initialize an accumulator:
|
||
|
accumulator = incrmprod( 5 );
|
||
|
|
||
|
// For each simulated datum, update the moving product...
|
||
|
for ( i = 0; i < 100; i++ ) {
|
||
|
v = ( randu()*10.0 ) - 5.0;
|
||
|
accumulator( v );
|
||
|
}
|
||
|
console.log( accumulator() );
|
||
|
```
|
||
|
|
||
|
</section>
|
||
|
|
||
|
<!-- /.examples -->
|
||
|
|
||
|
<section class="links">
|
||
|
|
||
|
</section>
|
||
|
|
||
|
<!-- /.links -->
|