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Unsuitability of NOTEARS for Causal Graph Discovery when Dealing with Dimensional Quantities

Marcus Kaiser, Maksim Sipos

Neural Processing Letters · 2022 · 21 citations · 2 references

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Concepts

Public HealthComputer ScienceCausal InferenceData MiningCausal DiscoveryCausal Graphical ModelsDimensional AnalysisDimensionality ReductionDirected Acyclic GraphsGraph TheoryCausal Effect IdentificationCausal Graph SearchDimensionless QuantitiesGraphical Causal ModelsHigh-dimensional Causal Discovery

References

2

Algorithm 778: L-BFGS-B

Ciyou Zhu, Richard H. Byrd, Peihuang Lu et al. · ACM Transactions on Mathematical Software · 1997 · 3.4K citations · Full text

Computing, Computer Science, Algorithms +13

Advances in Neural Information Processing Systems 32 (NeurIPS 2019)

Hanna Wallach, Hugo Larochelle, Alina Beygelzimer et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2020 · 2.4K citations

Computing, Computer Science, Neuroscience +14