Matches in SemOpenAlex for { <https://semopenalex.org/work/W3166244491> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W3166244491 abstract "Discovering causal structure among a set of variables is a crucial task in various scientific and industrial scenarios. Given finite i.i.d. samples from a joint distribution, causal discovery is a challenging combinatorial problem in nature. The recent development in functional causal models, especially the NOTEARS provides a differentiable optimization framework for causal discovery. They formulate the structure learning problem as a task of maximum likelihood estimation over observational data (i.e., variable reconstruction) with specified structural constraints such as acyclicity and sparsity. Despite its success in terms of scalability, we find that optimizing the objectives of these differentiable methods is not always consistent with the correctness of learned causal graph especially when the variables carry heterogeneous noises (i.e., different noise types and noise variances) in real data from wild environments. In this paper, we provide the justification that their proneness to erroneous structures is mainly caused by the over-reconstruction problem, i.e., the noises of variables are absorbed into the variable reconstruction process, leading to the dependency among variable reconstruction residuals, and thus raise structure identifiability problems according to FCM theories. To remedy this, we propose a novel differentiable method DARING by imposing explicit residual independence constraint in an adversarial way. Extensive experimental results on both simulation and real data show that our proposed method is insensitive to the heterogeneity of external noise, and thus can significantly improve the causal discovery performances." @default.
- W3166244491 created "2021-06-22" @default.
- W3166244491 creator A5009228005 @default.
- W3166244491 creator A5026553094 @default.
- W3166244491 creator A5033421780 @default.
- W3166244491 creator A5041602387 @default.
- W3166244491 creator A5057317525 @default.
- W3166244491 creator A5061888153 @default.
- W3166244491 date "2021-08-14" @default.
- W3166244491 modified "2023-10-16" @default.
- W3166244491 title "DARING: Differentiable Causal Discovery with Residual Independence" @default.
- W3166244491 cites W1977446441 @default.
- W3166244491 cites W2011357767 @default.
- W3166244491 cites W2033105784 @default.
- W3166244491 cites W2095690451 @default.
- W3166244491 cites W2123697734 @default.
- W3166244491 cites W2788885905 @default.
- W3166244491 cites W2807992610 @default.
- W3166244491 cites W2808914202 @default.
- W3166244491 cites W2964268978 @default.
- W3166244491 cites W3036207866 @default.
- W3166244491 doi "https://doi.org/10.1145/3447548.3467439" @default.
- W3166244491 hasPublicationYear "2021" @default.
- W3166244491 type Work @default.
- W3166244491 sameAs 3166244491 @default.
- W3166244491 citedByCount "9" @default.
- W3166244491 countsByYear W31662444912021 @default.
- W3166244491 countsByYear W31662444912022 @default.
- W3166244491 countsByYear W31662444912023 @default.
- W3166244491 crossrefType "proceedings-article" @default.
- W3166244491 hasAuthorship W3166244491A5009228005 @default.
- W3166244491 hasAuthorship W3166244491A5026553094 @default.
- W3166244491 hasAuthorship W3166244491A5033421780 @default.
- W3166244491 hasAuthorship W3166244491A5041602387 @default.
- W3166244491 hasAuthorship W3166244491A5057317525 @default.
- W3166244491 hasAuthorship W3166244491A5061888153 @default.
- W3166244491 hasConcept C105795698 @default.
- W3166244491 hasConcept C11413529 @default.
- W3166244491 hasConcept C119857082 @default.
- W3166244491 hasConcept C121332964 @default.
- W3166244491 hasConcept C122770356 @default.
- W3166244491 hasConcept C126255220 @default.
- W3166244491 hasConcept C134306372 @default.
- W3166244491 hasConcept C137002209 @default.
- W3166244491 hasConcept C154945302 @default.
- W3166244491 hasConcept C163504300 @default.
- W3166244491 hasConcept C202615002 @default.
- W3166244491 hasConcept C2524010 @default.
- W3166244491 hasConcept C2776036281 @default.
- W3166244491 hasConcept C33923547 @default.
- W3166244491 hasConcept C35651441 @default.
- W3166244491 hasConcept C41008148 @default.
- W3166244491 hasConcept C48044578 @default.
- W3166244491 hasConcept C55439883 @default.
- W3166244491 hasConcept C62520636 @default.
- W3166244491 hasConcept C77088390 @default.
- W3166244491 hasConcept C84114770 @default.
- W3166244491 hasConceptScore W3166244491C105795698 @default.
- W3166244491 hasConceptScore W3166244491C11413529 @default.
- W3166244491 hasConceptScore W3166244491C119857082 @default.
- W3166244491 hasConceptScore W3166244491C121332964 @default.
- W3166244491 hasConceptScore W3166244491C122770356 @default.
- W3166244491 hasConceptScore W3166244491C126255220 @default.
- W3166244491 hasConceptScore W3166244491C134306372 @default.
- W3166244491 hasConceptScore W3166244491C137002209 @default.
- W3166244491 hasConceptScore W3166244491C154945302 @default.
- W3166244491 hasConceptScore W3166244491C163504300 @default.
- W3166244491 hasConceptScore W3166244491C202615002 @default.
- W3166244491 hasConceptScore W3166244491C2524010 @default.
- W3166244491 hasConceptScore W3166244491C2776036281 @default.
- W3166244491 hasConceptScore W3166244491C33923547 @default.
- W3166244491 hasConceptScore W3166244491C35651441 @default.
- W3166244491 hasConceptScore W3166244491C41008148 @default.
- W3166244491 hasConceptScore W3166244491C48044578 @default.
- W3166244491 hasConceptScore W3166244491C55439883 @default.
- W3166244491 hasConceptScore W3166244491C62520636 @default.
- W3166244491 hasConceptScore W3166244491C77088390 @default.
- W3166244491 hasConceptScore W3166244491C84114770 @default.
- W3166244491 hasLocation W31662444911 @default.
- W3166244491 hasOpenAccess W3166244491 @default.
- W3166244491 hasPrimaryLocation W31662444911 @default.
- W3166244491 hasRelatedWork W1516169988 @default.
- W3166244491 hasRelatedWork W1517743118 @default.
- W3166244491 hasRelatedWork W1525643724 @default.
- W3166244491 hasRelatedWork W2024218563 @default.
- W3166244491 hasRelatedWork W2072806201 @default.
- W3166244491 hasRelatedWork W2302028273 @default.
- W3166244491 hasRelatedWork W2364921833 @default.
- W3166244491 hasRelatedWork W2965845133 @default.
- W3166244491 hasRelatedWork W3166244491 @default.
- W3166244491 hasRelatedWork W4281665160 @default.
- W3166244491 isParatext "false" @default.
- W3166244491 isRetracted "false" @default.
- W3166244491 magId "3166244491" @default.
- W3166244491 workType "article" @default.