RADICE combines causal discovery, partial domain knowledge, entropy-based edge orientation, and correlation-based refinement to output root cause causal sub-graphs, and it outperformed four baselines in simulated and real industrial cases.
Advances in Neural Information Processing Systems 35, 31158–31170 (2022)
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RADICE: Causal Graph Based Root Cause Analysis for System Performance Diagnostic
RADICE combines causal discovery, partial domain knowledge, entropy-based edge orientation, and correlation-based refinement to output root cause causal sub-graphs, and it outperformed four baselines in simulated and real industrial cases.