fintech-algorithms

Stochastic Oscillator

Install and import

bash
npm install fintech-algorithms
ts
import { stochastic } from "fintech-algorithms/technical-indicators/momentum/stochastic-oscillator";

Signature

stochastic(high, low, close, kp, sk, sd)

Where the close sits within the high–low range of the lookback, expressed as 0–100, then smoothed twice.

Parameters

NameTypeNotes
highnumber[]Per-bar high prices, chronological.
lownumber[]Per-bar low prices, chronological.
closenumber[]Per-bar closing prices, chronological.
kpnumber%K lookback: the window over which the high–low range is measured.
min: 1 · integer: true
sknumberSmoothing applied to raw %K to produce slow %K.
min: 1 · integer: true
sdnumberSmoothing applied to slow %K to produce %D.
min: 1 · integer: true

Returns

Record<string, (number | null)[]> · length same-as-input

Parallel series: fast_k, slow_k and slow_d.

Warm-up

The first kp − 1 for fast %K, then sk − 1 and sd − 1 more for each smoothing stage positions are null.

Errors

  • When any period is < 1 or is not an integer — throws RangeError
  • When the input series are not all the same length — throws RangeError

Complexity: time O(n × kp), space O(n).

Worked example

executed Captured by running this function on the input its own test provides. Real output of real code — but not asserted against a published figure.

Input

high
[101, 101.992465, 103.28276, 104.655405, 105.856544, 106.661472]

Showing 6 of 120 elements.

low
[99.08, 99.149664, 100.233798, 101.654978, 103.180913, 104.534685]

Showing 6 of 120 elements.

close
[100, 100.999214, 102.324548, 103.755998, 105.030823, 105.911843]

Showing 6 of 120 elements.

Call

stochastic(high, low, close, kp, sk, sd)

Returns

object with 3 fields: fast_k, slow_k, slow_d

{
  "fast_k": [null, null, null, null, null, null],
  "slow_k": [null, null, null, null, null, null],
  "slow_d": [null, null, null, null, null, null]
}

Other exports

This module also exports rsi, stochastic_rsi, williams_r, cci, ultimate_oscillator, tsi, connors_rsi. Every module additionally exports run as an alias of its primary function, and a meta object carrying its catalog id, domain, family, shape and article URL.

Diagrams

Stochastic Oscillator — stochastic oscillator mechanism

How it works

This page states the contract — how to call it correctly. The article explains the concept: why it works, and where it breaks.

Read the article →

References

  • Stochastic Oscillator Slow (STOCH) — TA-Lib
  • TA-Lib Technical Analysis Documentation — TA-Lib
  • Claim-role ledger
  • Evidence boundary