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Multilevel Graph Clustering with Density-Based Quality Measures

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B <strong>Clustering</strong> Resultswalktrap leadingev wakita HE wakita HN fgj ML-none spinglass ML-sgrd ML-KLChain8 1e-05 0.00100 0.12300 0.12400 0.00600 0.25300 1.85300 0.27100 0.31200Star9 0.00100 0.05700 0.12400 0.12300 0.00500 0.29000 3.02000 0.30900 0.36000K55 1e-05 0.00100 0.17300 0.12300 0.00500 0.32800 1.26400 0.34900 0.38000Tree15 1e-05 0.00700 0.17400 0.12300 0.00600 0.40500 5.02400 0.43400 0.50100ModMath main 0.00100 0.02200 0.17300 0.17400 0.00700 0.78900 6.92700 0.84800 1.00800SouthernWomen 0.00100 0.02900 0.17300 0.17300 0.00700 0.90400 7.43200 0.97100 1.16200karate 0.00100 0.03300 0.17400 0.17300 0.00700 0.82900 7.73500 0.89600 1.06900mexican power 0.00200 0.03000 0.17300 0.17300 0.00700 0.88300 6.25000 0.94300 1.12900Grid66 0.00100 0.04400 0.17400 0.17300 0.00700 0.86500 5.37300 0.93300 1.10300Sawmill 0.00100 0.03500 0.17400 0.17300 0.00700 0.86600 6.41200 0.93100 1.09600dolphins 0.00200 0.06000 0.17400 0.17300 0.00800 1.11300 11.57400 1.19900 0.93000polBooks 0.00300 0.13100 0.17500 0.17400 0.01300 1.34800 18.45100 1.46500 1.39700adjnoun 0.00500 0.22600 0.17400 0.17500 0.01700 1.25500 30.18600 1.36300 1.40800sandi main 0.00500 1.13800 0.22300 0.17400 0.01900 1.22000 48.13700 1.34900 2.37400USAir97 0.03400 1.10400 0.22300 0.22500 0.04200 2.04600 116.79000 2.23900 5.03300circuit s838 0.01500 1.84800 0.22300 0.22400 0.05100 1.61200 137.68800 1.84300 5.88600CSphd main 0.04300 2.51300 0.22400 0.22400 0.08900 1.59400 219.04600 1.99000 22.37300Erdos02 4.66500 54.29700 2.22800 2.18700 3.52000 5.71400 1959.89200 10.89800 351.05700DIC28 main 28.73900 810.58300 2.56000 1.54400 27.60200 24.19300 7213.12900 75.86800 4581.66900average 0.0029568 0.14823 0.23281 0.21555 0.02285 1.10230 22.44932 1.30958 2.71063Table B.6: Runtime of the Reference Algorithms. All time values are printed inseconds.104

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