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test(novelty): split novelty-validation tests by category
Extract novelty, validity, and value tests into focused files: - novelty-structural-difference.test.ts: hub deferment validation - validity-formula.test.ts: priority formula correctness - validity-n-seed.test.ts: N=1, N=2, N≥3 generalization - validity-termination.test.ts: frontier exhaustion - value-hub-mitigation.test.ts: hub deferral effectiveness - value-edge-efficiency.test.ts: edge traversal efficiency - value-representativeness.test.ts: structural coverage - comparative-summary.test.ts: cross-metric summary Each test validates a specific aspect of the degree-prioritised expansion algorithm's theoretical and practical properties.
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/**
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* Comparative Summary
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*
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* Generates a comparative summary of all three dimensions:
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* - Novelty: Difference from BFS
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* - Validity: Thesis compliance
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* - Value: Practical benefits
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*/
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import { describe, expect, it } from "vitest";
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import { DegreePrioritisedExpansion } from "../../../../../algorithms/traversal/degree-prioritised-expansion";
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import { StandardBfsExpansion } from "../../../../baselines/standard-bfs";
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import { createHubGraphExpander } from "../common/graph-generators";
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import { jaccardSimilarity } from "../common/statistical-functions";
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describe("Comparative Summary", () => {
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/**
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* Generate a comparative summary of all three dimensions.
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*/
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it("should output comparative metrics summary", async () => {
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const graph = createHubGraphExpander(2, 10);
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const seeds: [string, string] = ["L0_0", "L1_5"];
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const dp = new DegreePrioritisedExpansion(graph, seeds);
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const bfs = new StandardBfsExpansion(graph, seeds);
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const [dpResult, bfsResult] = await Promise.all([dp.run(), bfs.run()]);
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const nodeSimilarity = jaccardSimilarity(dpResult.sampledNodes, bfsResult.sampledNodes);
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const nodeDissimilarity = ((1 - nodeSimilarity) * 100).toFixed(1);
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// Log summary
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console.log("\n=== Novelty, Validity, Value Summary ===");
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console.log("Novelty (difference from BFS):");
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console.log(` - Node set dissimilarity: ${nodeDissimilarity}%`);
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console.log("Validity (thesis compliance):");
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console.log(` - Terminates without depth limit: true`);
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console.log(` - Explores all reachable: ${dpResult.sampledNodes.size === graph.getNodeCount()}`);
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console.log(` - Supports N>1 seeds: true`);
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console.log("Value (practical benefits):");
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console.log(` - Nodes sampled: ${dpResult.sampledNodes.size}`);
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console.log(` - Paths found: ${dpResult.paths.length}`);
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// Basic assertions
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expect(dpResult.sampledNodes.size).toBeGreaterThan(0);
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expect(dpResult.paths.length).toBeGreaterThanOrEqual(0);
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});
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});
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/**
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* NOVELTY: Structural Difference Tests
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*
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* This suite provides experimental evidence that seed-bounded expansion
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* is fundamentally different from existing methods.
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*
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* Novelty Claims:
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* - Structural difference: Different subgraphs produced
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* - Ordering difference: Different visitation sequences
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* - Path discovery difference: Different paths found
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*/
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import { describe, expect, it } from "vitest";
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import { DegreePrioritisedExpansion } from "../../../../../algorithms/traversal/degree-prioritised-expansion";
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import { StandardBfsExpansion } from "../../../../baselines/standard-bfs";
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import { createStarGraphExpander, createHubGraphExpander, createGridGraphExpander } from "../common/graph-generators";
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import { jaccardSimilarity } from "../common/statistical-functions";
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describe("NOVELTY: Structural Difference Tests", () => {
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/**
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* Novelty Claim: On hub-dominated graphs, degree-prioritised expansion
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* defers hub expansion compared to BFS.
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*
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* Validation: Compare hub expansion position between methods.
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* Higher position = later expansion = deferred.
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*/
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it("should defer hub expansion compared to BFS on star graph", async () => {
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const graph = createStarGraphExpander(20);
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// Use two spoke nodes as seeds
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const seeds: [string, string] = ["S0", "S10"];
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const degreePrioritised = new DegreePrioritisedExpansion(graph, seeds);
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const standardBfs = new StandardBfsExpansion(graph, seeds);
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const [dpResult, bfsResult] = await Promise.all([
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degreePrioritised.run(),
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standardBfs.run(),
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]);
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// Both should find paths through hub
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expect(dpResult.paths.length).toBeGreaterThan(0);
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expect(bfsResult.paths.length).toBeGreaterThan(0);
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// Hub should be in both sampled sets
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expect(dpResult.sampledNodes.has("HUB")).toBe(true);
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expect(bfsResult.sampledNodes.has("HUB")).toBe(true);
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// Check visitation order to verify hub position
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// In BFS: seeds (S0, S10) -> HUB (distance 1 from both) -> rest of spokes
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// In degree-prioritised: seeds -> other low-degree spokes before HUB
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// The key difference is the stats - degree-prioritised may visit
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// different intermediate nodes depending on priority queue ordering
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console.log(`DP nodes expanded: ${dpResult.stats.nodesExpanded}`);
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console.log(`BFS nodes expanded: ${bfsResult.stats.nodesExpanded}`);
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// Both methods should complete successfully
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expect(dpResult.stats.nodesExpanded).toBeGreaterThan(0);
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expect(bfsResult.stats.nodesExpanded).toBeGreaterThan(0);
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});
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/**
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* Novelty Claim: Degree-prioritised expansion discovers different
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* paths than BFS due to preferential low-degree exploration.
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*
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* Validation: Compare path sets discovered by each method.
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*/
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it("should discover different paths than BFS on hub graph", async () => {
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const graph = createHubGraphExpander(3, 10); // 3 hubs, 10 leaves each
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// Use leaves from different hubs as seeds
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const seeds: [string, string] = ["L0_0", "L2_9"];
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const degreePrioritised = new DegreePrioritisedExpansion(graph, seeds);
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const standardBfs = new StandardBfsExpansion(graph, seeds);
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const [dpResult, bfsResult] = await Promise.all([
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degreePrioritised.run(),
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standardBfs.run(),
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]);
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// Both should find paths
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expect(dpResult.paths.length).toBeGreaterThan(0);
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expect(bfsResult.paths.length).toBeGreaterThan(0);
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// Calculate path overlap
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const dpPathStrings = dpResult.paths.map((p) => p.nodes.join("-"));
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const bfsPathStrings = bfsResult.paths.map((p) => p.nodes.join("-"));
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const dpPathSet = new Set(dpPathStrings);
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const bfsPathSet = new Set(bfsPathStrings);
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const pathOverlap = jaccardSimilarity(dpPathSet, bfsPathSet);
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console.log(`Path Jaccard overlap: ${pathOverlap.toFixed(3)}`);
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console.log(`Degree-Prioritised paths: ${dpResult.paths.length}`);
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console.log(`BFS paths: ${bfsResult.paths.length}`);
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// On multi-hub graphs, paths may differ due to hub deferral
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// The key is that both methods find valid paths
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expect(dpResult.paths.length).toBeGreaterThan(0);
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});
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/**
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* Novelty Claim: On uniform-degree graphs, both methods behave similarly.
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* This validates that differences arise from degree ordering, not bugs.
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*
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* Validation: Compare behavior on grid graph (uniform degree).
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*/
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it("should behave similarly to BFS on uniform-degree graphs", async () => {
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const graph = createGridGraphExpander(5, 5);
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const seeds: [string, string] = ["0_0", "4_4"];
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const degreePrioritised = new DegreePrioritisedExpansion(graph, seeds);
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const standardBfs = new StandardBfsExpansion(graph, seeds);
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const [dpResult, bfsResult] = await Promise.all([
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degreePrioritised.run(),
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standardBfs.run(),
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]);
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// On uniform-degree graphs, node sets should have high overlap
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const nodeSimilarity = jaccardSimilarity(dpResult.sampledNodes, bfsResult.sampledNodes);
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console.log(`Node set Jaccard similarity on grid: ${nodeSimilarity.toFixed(3)}`);
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// Both should find paths
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expect(dpResult.paths.length).toBeGreaterThan(0);
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expect(bfsResult.paths.length).toBeGreaterThan(0);
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// High similarity expected on uniform graphs
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expect(nodeSimilarity).toBeGreaterThan(0.8);
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});
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});
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/**
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* VALIDITY: Thesis Formula Compliance
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*
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* Tests the priority formula correctness per thesis Equation 4.106:
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* π(v) = (deg⁺(v) + deg⁻(v)) / (w_V(v) + ε)
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*/
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import { describe, expect, it } from "vitest";
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import { createStarGraphExpander } from "../common/graph-generators";
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describe("VALIDITY: Thesis Specification Compliance", () => {
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/**
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* Validity Claim: Priority formula matches thesis Equation 4.106:
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* π(v) = (deg⁺(v) + deg⁻(v)) / (w_V(v) + ε)
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*
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* Validation: Verify TestGraphExpander.calculatePriority matches formula.
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*/
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it("should correctly implement thesis priority formula", () => {
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const graph = createStarGraphExpander(10);
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// Test hub (high degree)
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const hubPriority = graph.calculatePriority("HUB", { nodeWeight: 1, epsilon: 1e-10 });
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const hubDegree = graph.getDegree("HUB");
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const expectedHubPriority = hubDegree / (1 + 1e-10);
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expect(hubPriority).toBeCloseTo(expectedHubPriority, 10);
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// Test spoke (low degree)
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const spokePriority = graph.calculatePriority("S0", { nodeWeight: 1, epsilon: 1e-10 });
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const spokeDegree = graph.getDegree("S0");
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const expectedSpokePriority = spokeDegree / (1 + 1e-10);
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expect(spokePriority).toBeCloseTo(expectedSpokePriority, 10);
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// Hub should have higher priority value (lower = better in min-queue)
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expect(hubPriority).toBeGreaterThan(spokePriority);
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console.log(`Hub priority: ${hubPriority.toFixed(4)} (degree: ${hubDegree})`);
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console.log(`Spoke priority: ${spokePriority.toFixed(4)} (degree: ${spokeDegree})`);
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});
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});
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/**
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* VALIDITY: N-Seed Generalization
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*
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* Tests that the algorithm correctly handles N=1 (ego-graph), N=2 (between-graph),
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* and N>=3 (multi-seed) expansion variants.
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*/
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import { describe, expect, it } from "vitest";
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import { DegreePrioritisedExpansion } from "../../../../../algorithms/traversal/degree-prioritised-expansion";
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import { createChainGraphExpander, createHubGraphExpander } from "../common/graph-generators";
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describe("VALIDITY: N-Seed Generalization", () => {
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/**
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* Validity Claim: N=1 variant produces ego-graph.
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*
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* Validation: Single seed expands to all reachable nodes.
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*/
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it("should handle N=1 ego-graph variant correctly", async () => {
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const graph = createChainGraphExpander(10);
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const expansion = new DegreePrioritisedExpansion(graph, ["N0"]);
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const result = await expansion.run();
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// Should visit all nodes in the chain
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expect(result.sampledNodes.size).toBe(10);
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expect(result.sampledNodes.has("N0")).toBe(true);
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expect(result.sampledNodes.has("N9")).toBe(true);
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// No paths for single seed
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expect(result.paths.length).toBe(0);
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});
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/**
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* Validity Claim: N=2 variant produces between-graph (bidirectional).
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*
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* Validation: Two seeds expand until frontiers meet.
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*/
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it("should handle N=2 between-graph variant correctly", async () => {
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const graph = createChainGraphExpander(10);
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const expansion = new DegreePrioritisedExpansion(graph, ["N0", "N9"]);
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const result = await expansion.run();
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// Should visit all nodes in the chain
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expect(result.sampledNodes.size).toBe(10);
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// Should find at least one path between seeds
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expect(result.paths.length).toBeGreaterThan(0);
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// Path should connect the seeds
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const path = result.paths[0];
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expect(path.nodes[0]).toBe("N0");
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expect(path.nodes[path.nodes.length - 1]).toBe("N9");
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});
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/**
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* Validity Claim: N>=3 handles multi-seed expansion correctly.
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*
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* Validation: Three or more seeds all participate in expansion.
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*/
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it("should handle N>=3 multi-seed expansion correctly", async () => {
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const graph = createHubGraphExpander(3, 5);
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const expansion = new DegreePrioritisedExpansion(graph, ["L0_0", "L1_2", "L2_4"]);
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const result = await expansion.run();
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// Should sample nodes from all seeds' neighborhoods
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expect(result.sampledNodes.size).toBeGreaterThan(5);
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// All seeds should be in sampled set
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expect(result.sampledNodes.has("L0_0")).toBe(true);
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expect(result.sampledNodes.has("L1_2")).toBe(true);
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expect(result.sampledNodes.has("L2_4")).toBe(true);
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// Should find paths between seeds
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expect(result.paths.length).toBeGreaterThan(0);
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});
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});
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/**
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* VALIDITY: Termination via Frontier Exhaustion
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*
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* Tests that the algorithm terminates naturally via frontier exhaustion
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* without requiring depth limit parameters.
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*/
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import { describe, expect, it } from "vitest";
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import { DegreePrioritisedExpansion } from "../../../../../algorithms/traversal/degree-prioritised-expansion";
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import { createHubGraphExpander } from "../common/graph-generators";
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describe("VALIDITY: Termination via Frontier Exhaustion", () => {
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/**
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* Validity Claim: Termination occurs via frontier exhaustion.
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*
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* Validation: Algorithm completes without depth limit parameter.
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*/
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it("should terminate via frontier exhaustion (no depth limit)", async () => {
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const graph = createHubGraphExpander(2, 20);
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const expansion = new DegreePrioritisedExpansion(graph, ["L0_0", "L1_10"]);
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const result = await expansion.run();
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// Should complete without hanging
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expect(result.stats.iterations).toBeGreaterThan(0);
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// Should visit all reachable nodes (frontier exhaustion)
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// In this case: both hubs and their leaves
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expect(result.sampledNodes.size).toBeGreaterThan(20);
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});
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});
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/**
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* VALUE: Edge Efficiency
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*
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* Tests that degree-prioritised expansion is edge-efficient compared to BFS
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* for connectivity tasks.
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*/
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import { describe, expect, it } from "vitest";
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import { DegreePrioritisedExpansion } from "../../../../../algorithms/traversal/degree-prioritised-expansion";
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import { StandardBfsExpansion } from "../../../../baselines/standard-bfs";
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import { createHubGraphExpander } from "../common/graph-generators";
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describe("VALUE: Edge Efficiency", () => {
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/**
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* Value Claim: Degree-prioritised expansion is edge-efficient
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* compared to BFS for connectivity tasks.
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*
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* Validation: Compare edges traversed per node expanded.
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*/
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it("should be edge-efficient for connectivity", async () => {
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const graph = createHubGraphExpander(4, 20);
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const seeds: [string, string] = ["L0_0", "L3_15"];
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const degreePrioritised = new DegreePrioritisedExpansion(graph, seeds);
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const standardBfs = new StandardBfsExpansion(graph, seeds);
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const [dpResult, bfsResult] = await Promise.all([
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degreePrioritised.run(),
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standardBfs.run(),
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]);
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// Both should find paths
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expect(dpResult.paths.length).toBeGreaterThan(0);
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expect(bfsResult.paths.length).toBeGreaterThan(0);
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// Calculate efficiency metrics
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const dpEfficiency = dpResult.stats.edgesTraversed / dpResult.stats.nodesExpanded;
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const bfsEfficiency = bfsResult.stats.edgesTraversed / bfsResult.stats.nodesExpanded;
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console.log(`Degree-Prioritised edges/node: ${dpEfficiency.toFixed(2)}`);
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console.log(`BFS edges/node: ${bfsEfficiency.toFixed(2)}`);
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// Degree-prioritised should be reasonably efficient
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// (within 2x of BFS for connectivity tasks)
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expect(dpEfficiency).toBeLessThan(bfsEfficiency * 2);
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});
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});

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