FPGrowth frequent itemset mining algorithm implementation in TypeScript / JavaScript.
npm install node-fpgrowthThis is a Node.js module available through the npm registry.
Installation is done using the npm install command:
``bash`
npm install --save node-fpgrowth
In your TypeScript project, import and use FPGrowth as follows. Same example with a JavaScript syntax is available here.
`typescript
import { FPGrowth, Itemset } from 'node-fpgrowth';
let transactions: number[][] = [
[1,3,4],
[2,3,5],
[1,2,3,5],
[2,5],
[1,2,3,5]
];
// Execute FPGrowth with a minimum support of 40%. Algorithm is generic.
let fpgrowth: FPGrowth
// Returns itemsets 'as soon as possible' through events.
fpgrowth.on('data', (itemset: Itemset
// Do something with the frequent itemset.
let support: number = itemset.support;
let items: number[] = itemset.items;
});
// Execute FPGrowth on a given set of transactions.
fpgrowth.exec(transactions)
.then( (itemsets: Itemset
// Returns an array representing the frequent itemsets.
});
`
Node-FPGrowth is compatible with browserify and webpack.
Alternatively, you can import/serve the browserified fpgrowth-client.js file found in the dist folder:
`html`
bash
git clone https://github.com/alexisfacques/Node-FPGrowth.git
cd Node-FPGrowth
`
- Install the project's dependencies with:
`bash
npm install
`
- Compile the module's sources to executable JavaScript:
`bash
npm run tsc
`
- This should run the example bundled with the module:
`bash
npm test
`
- This should recreate a browserified version, ./dist/fpgrowth-client.js, of the module:
`bash
npm run browserify
``This project is licensed under the MIT License - see the LICENSE file for details.