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An Exact Algorithm with New Upper Bounds for the Maximum k-Defective Clique Problem in Massive Sparse Graphs

AAAI 2022 · Learning theory and algorithms › Combinatorial and search optimization · approach: Heuristics for integer programming · 17 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use KDBB instead of MADEC+ with preprocessingMaximum k-defective clique solving · Facebook instances, k = 10instances solved: 9 -> 109Helped
Use KDBB instead of MADEC+ with preprocessingMaximum k-defective clique solving · 139 massive sparse graphs, k = 5instances solved: 81 -> 104Helped
Use KDBB instead of MADEC+ with preprocessingMaximum k-defective clique solving · DIMACS10 and SNAP instances, k = 5instances solved: 28 -> 34Helped
Replace the candidate-based bound with the c-color bound (ablation)KDBB · Facebook instances, k = 1average runtime (s): 561.21 -> 572.81Hurt
Replace the candidate-based bound with the c-color bound (ablation)KDBB · Facebook instances, k = 3instances solved: 110 -> 97Hurt
Replace the candidate-based bound with the c-color bound (ablation)KDBB · Facebook instances, k = 5average runtime (s): 926.60 -> 4677.43Hurt
Replace the candidate-based bound with the c-color bound (ablation)KDBB · Facebook instances, k = 10instances solved: 109 -> 19Hurt
Add edge reduction to vertex reduction in preprocessing (ablation)KDBB preprocessing · Facebook instances, k = 1vertices remaining (socfb-FSU53): 7585 -> 525Helped

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