How to resolve the algorithm Forward difference step by step in the JavaScript programming language
How to resolve the algorithm Forward difference step by step in the JavaScript programming language
Table of Contents
Problem Statement
Provide code that produces a list of numbers which is the nth order forward difference, given a non-negative integer (specifying the order) and a list of numbers.
The first-order forward difference of a list of numbers A is a new list B, where Bn = An+1 - An. List B should have one fewer element as a result. The second-order forward difference of A will be: The same as the first-order forward difference of B. That new list will have two fewer elements than A and one less than B. The goal of this task is to repeat this process up to the desired order. For a more formal description, see the related Mathworld article.
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Forward difference step by step in the JavaScript programming language
Certainly! Let's go through the provided JavaScript code step by step to understand its functionality:
-
Module Pattern (IIFE):
- The code is wrapped in an Immediately Invoked Function Expression (IIFE) to create a private scope and prevent polluting the global namespace.
-
Forward Difference Calculation:
forwardDifference
is a function that takes an arrayxs
of numbers and returns an array representing the forward difference (subtraction of consecutive elements) of the input array.
-
Nth Forward Difference:
nthForwardDifference
takes an arrayxs
and an integern
as arguments. It repeatedly appliesforwardDifference
n
times on the input array and returns the resulting array.
-
Test Case:
- The
main
function serves as the entry point to the program. It creates a sample array of numbers, repeatedly calculates the forward difference, and then prints the results.
- The
-
Generic Functions:
- Several generic utility functions are defined:
Just
andNothing
represent theMaybe
type, a container for optional values (similar toOptional
in Swift).Tuple
represents a pair of values.index
retrieves an element from a list or string by its index.iterate
generates an infinite sequence by repeatedly applying a function to a starting value.justifyRight
aligns a string to the right, padding with a specified character.length
returns the length of an array or string.map
applies a function to each element of an array.subtract
is a simple subtraction function.tail
returns all but the first element of an array.take
returns the firstn
elements of an array or string.unlines
concatenates a list of strings into a single string.zipWith
applies a function to corresponding elements of two lists.
- Several generic utility functions are defined:
-
Main Execution:
main()
is invoked, which calculates and prints the forward differences of the sample array up to the 10th order.
The code demonstrates how to calculate forward differences of a numerical array, a fundamental operation in numerical analysis for tasks like gradient estimation and curve fitting.
Source code in the javascript programming language
(() => {
'use strict';
// forwardDifference :: Num a => [a] -> [a]
const forwardDifference = xs =>
zipWith(subtract)(xs)(tail(xs));
// nthForwardDifference :: Num a => [a] -> Int -> [a]
const nthForwardDifference = xs =>
index(iterate(forwardDifference)(xs)).Just;
//----------------------- TEST ------------------------
// main :: IO ()
const main = () =>
unlines(
take(10)(
iterate(forwardDifference)(
[90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
)
).map((x, i) => justifyRight(2)('x')(i) + (
' -> '
) + JSON.stringify(x))
);
//----------------- GENERIC FUNCTIONS -----------------
// Just :: a -> Maybe a
const Just = x => ({
type: 'Maybe',
Nothing: false,
Just: x
});
// Nothing :: Maybe a
const Nothing = () => ({
type: 'Maybe',
Nothing: true,
});
// Tuple (,) :: a -> b -> (a, b)
const Tuple = a =>
b => ({
type: 'Tuple',
'0': a,
'1': b,
length: 2
});
// index (!!) :: [a] -> Int -> Maybe a
// index (!!) :: Generator (Int, a) -> Int -> Maybe a
// index (!!) :: String -> Int -> Maybe Char
const index = xs => i => {
const s = xs.constructor.constructor.name;
return 'GeneratorFunction' !== s ? (() => {
const v = xs[i];
return undefined !== v ? Just(v) : Nothing();
})() : Just(take(i)(xs), xs.next().value);
};
// iterate :: (a -> a) -> a -> Gen [a]
const iterate = f =>
function*(x) {
let v = x;
while (true) {
yield(v);
v = f(v);
}
};
// justifyRight :: Int -> Char -> String -> String
const justifyRight = n =>
// The string s, preceded by enough padding (with
// the character c) to reach the string length n.
c => s => n > s.length ? (
s.padStart(n, c)
) : s;
// length :: [a] -> Int
const length = xs =>
// Returns Infinity over objects without finite
// length. This enables zip and zipWith to choose
// the shorter argument when one is non-finite,
// like cycle, repeat etc
(Array.isArray(xs) || 'string' === typeof xs) ? (
xs.length
) : Infinity;
// map :: (a -> b) -> [a] -> [b]
const map = f =>
// The list obtained by applying f
// to each element of xs.
// (The image of xs under f).
xs => (
Array.isArray(xs) ? (
xs
) : xs.split('')
).map(f);
// subtract :: Num -> Num -> Num
const subtract = x =>
y => y - x;
// tail :: [a] -> [a]
const tail = xs =>
// A new list consisting of all
// items of xs except the first.
0 < xs.length ? xs.slice(1) : [];
// take :: Int -> [a] -> [a]
// take :: Int -> String -> String
const take = n =>
// The first n elements of a list,
// string of characters, or stream.
xs => 'GeneratorFunction' !== xs
.constructor.constructor.name ? (
xs.slice(0, n)
) : [].concat.apply([], Array.from({
length: n
}, () => {
const x = xs.next();
return x.done ? [] : [x.value];
}));
// unlines :: [String] -> String
const unlines = xs =>
// A single string formed by the intercalation
// of a list of strings with the newline character.
xs.join('\n');
// zipWith :: (a -> b -> c) -> [a] -> [b] -> [c]
const zipWith = f => xs => ys => {
const
lng = Math.min(length(xs), length(ys)),
[as, bs] = [xs, ys].map(take(lng));
return Array.from({
length: lng
}, (_, i) => f(as[i])(
bs[i]
));
};
// MAIN ---
return main();
})();
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