kaplan-meier-estimator

A JavaScript implementation of the Kaplan-Meier-Estimator also known as the product limit estimator.

Installation

node

npm install --save @fullstax/kaplan-meier-estimator

Browser

<script src="https://unpkg.com/kaplan-meier-estimator@latest/lib/kaplan-meier-estimator.umd.js">

Usage

esm/typescript usage

See examples/node for an example implementation.

import { compute } from '@fullstax/kaplan-meier-estimator';

const timeToEvents = [1, 12, 22, 29, 31, …];
const events = [false, true, false, true, true, …];

const kmData = compute(timeToEvents, events);
console.table(kmData);

CommonJs is also supported:

const { compute } = require('@fullstax/kaplan-meier-estimator');

browser usage

See examples/browser for an example implementation. To server this example jsu start d webserver in the root of this repository.

<script src="https://unpkg.com/@fullstax/kaplan-meier-estimator/lib/kaplan-meier-estimator.umd.js">

const timeToEvents = [1, 12, 22, 29, 31, …];
const events = [false, true, false, true, true, …];

const kmData = KME.compute((timeToEvents, events);

console.table(kmData);

example output

┌─────────┬───────┬──────┬───────┐
│ (index) │  rate │ time │ event │
├─────────┼───────┼──────┼───────┤
│    0    │   1   │  1   │ false │
│    1    │ 0.929 │  12  │ true  │
│    2    │ 0.929 │  22  │ false │
│    3    │ 0.851 │  29  │ true  │
│    4    │ 0.774 │  31  │ true  │
│    …    │   …   │   …  │   …   │
└─────────┴───────┴──────┴───────┘

Example

Data

#	Time to Event	event	>	S(t)
1	1	false		1
2	12	true		0.93
3	22	false		0.93
4	29	true		0.85
5	31	true		0.77
6	36	false		0.77
7	38	false		0.77
8	50	false		0.77
9	60	false		0.77
10	61	true		0.64
11	70	true		0.52
12	88	false		0.52
13	99	false		0.52
14	110	false		0.52
15	140	false		0.52

Plot

License

Licensed 2022 by fullstax GmbH & Co. KG under a MIT License.