@graphty/algorithms/dist/src/algorithms/community/louvain.d.ts

Graph algorithms library for browser environments implemented in TypeScript

import { Graph } from "../../core/graph.js";
import type { CommunityResult, LouvainOptions } from "../../types/index.js";
/**
 * Louvain community detection algorithm
 *
 * Implements the Louvain method for community detection in graphs.
 * Uses modularity optimization to find community structure.
 *
 * References:
 * - Blondel, V. D., Guillaume, J. L., Lambiotte, R., & Lefebvre, E. (2008).
 *   Fast unfolding of communities in large networks.
 *   Journal of statistical mechanics: theory and experiment, 2008(10), P10008.
 *
 * @param graph - The input graph
 * @param options - Algorithm options
 * @returns Community detection result with communities, modularity, and iterations
 */
export declare function louvain(graph: Graph, options?: LouvainOptions): CommunityResult;
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