import { Graph } from '../../../algorithms/graph/graph';
import { Edge, Node } from '../../../algorithms/types/graph';
import { ExperimentReport } from '../types';
import { ExperimentConfig } from './experiment-config';
/**
 * Run a complete evaluation experiment.
 *
 * Executes all configured methods on multiple graph instances,
 * computes evaluation metrics, and performs statistical testing.
 *
 * @template N - Node type
 * @template E - Edge type
 * @param config - Experiment configuration
 * @param baseGraph - Base graph to use for experiments
 * @returns Complete experiment report
 *
 * @example
 * ```typescript
 * const config: ExperimentConfig = {
 *   name: 'MI vs Random Baseline',
 *   repetitions: 10,
 *   pathPlanting: { numPaths: 5, signalStrength: 'medium', ... },
 *   methods: [
 *     { name: 'MI', ranker: miRanker },
 *     { name: 'Random', ranker: randomRanker },
 *   ],
 *   metrics: ['spearman', 'ndcg'],
 *   statisticalTests: ['paired-t'],
 *   seed: 42,
 * };
 *
 * const report = await runExperiment(config, graph);
 * console.log(report.winner); // 'MI' (if significantly better)
 * ```
 */
export declare const runExperiment: <N extends Node, E extends Edge>(config: ExperimentConfig<N, E>, baseGraph: Graph<N, E>) => Promise<ExperimentReport>;
/**
 * Run cross-validation experiment.
 *
 * Divides data into k folds, trains on k-1 folds, tests on held-out fold.
 * Provides more robust estimate of method performance.
 *
 * @template N - Node type
 * @template E - Edge type
 * @param config - Experiment configuration
 * @param baseGraph - Base graph
 * @param folds - Number of cross-validation folds (default: 5)
 * @returns Aggregated results across folds
 *
 * @example
 * ```typescript
 * const result = await runCrossValidation(config, graph, 5);
 * console.log(result.aggregated.spearman); // Average spearman across folds
 * console.log(result.stdDev.spearman);    // Standard deviation
 * ```
 */
export declare const runCrossValidation: <N extends Node, E extends Edge>(config: ExperimentConfig<N, E>, baseGraph: Graph<N, E>, folds?: number) => Promise<{
    foldResults: ExperimentReport[];
    aggregated: ExperimentReport;
    stdDev: ExperimentReport;
}>;
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