Matches in SemOpenAlex for { <https://semopenalex.org/work/W4226101766> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W4226101766 abstract "There are numerous methods for detecting anomalies in time series, but that is only the first step to understanding them. We strive to exceed this by explaining those anomalies. Thus we develop a novel attribution scheme for multivariate time series relying on counterfactual reasoning. We aim to answer the counterfactual question of would the anomalous event have occurred if the subset of the involved variables had been more similarly distributed to the data outside of the anomalous interval. Specifically, we detect anomalous intervals using the Maximally Divergent Interval (MDI) algorithm, replace a subset of variables with their in-distribution values within the detected interval and observe if the interval has become less anomalous, by re-scoring it with MDI. We evaluate our method on multivariate temporal and spatio-temporal data and confirm the accuracy of our anomaly attribution of multiple well-understood extreme climate events such as heatwaves and hurricanes." @default.
- W4226101766 created "2022-05-05" @default.
- W4226101766 creator A5014176980 @default.
- W4226101766 creator A5024934744 @default.
- W4226101766 creator A5064106811 @default.
- W4226101766 creator A5087237227 @default.
- W4226101766 date "2021-12-01" @default.
- W4226101766 modified "2023-09-29" @default.
- W4226101766 title "Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning" @default.
- W4226101766 cites W1984391316 @default.
- W4226101766 cites W2338049369 @default.
- W4226101766 cites W2734096706 @default.
- W4226101766 cites W2765370867 @default.
- W4226101766 cites W2797697401 @default.
- W4226101766 cites W2981851276 @default.
- W4226101766 cites W3154539519 @default.
- W4226101766 cites W3155567600 @default.
- W4226101766 doi "https://doi.org/10.1109/icmla52953.2021.00033" @default.
- W4226101766 hasPublicationYear "2021" @default.
- W4226101766 type Work @default.
- W4226101766 citedByCount "2" @default.
- W4226101766 countsByYear W42261017662022 @default.
- W4226101766 countsByYear W42261017662023 @default.
- W4226101766 crossrefType "proceedings-article" @default.
- W4226101766 hasAuthorship W4226101766A5014176980 @default.
- W4226101766 hasAuthorship W4226101766A5024934744 @default.
- W4226101766 hasAuthorship W4226101766A5064106811 @default.
- W4226101766 hasAuthorship W4226101766A5087237227 @default.
- W4226101766 hasConcept C108650721 @default.
- W4226101766 hasConcept C114614502 @default.
- W4226101766 hasConcept C119857082 @default.
- W4226101766 hasConcept C121332964 @default.
- W4226101766 hasConcept C124101348 @default.
- W4226101766 hasConcept C127313418 @default.
- W4226101766 hasConcept C12997251 @default.
- W4226101766 hasConcept C143299363 @default.
- W4226101766 hasConcept C143724316 @default.
- W4226101766 hasConcept C149782125 @default.
- W4226101766 hasConcept C151406439 @default.
- W4226101766 hasConcept C151730666 @default.
- W4226101766 hasConcept C154945302 @default.
- W4226101766 hasConcept C15744967 @default.
- W4226101766 hasConcept C161584116 @default.
- W4226101766 hasConcept C26873012 @default.
- W4226101766 hasConcept C2778067643 @default.
- W4226101766 hasConcept C2779662365 @default.
- W4226101766 hasConcept C33923547 @default.
- W4226101766 hasConcept C41008148 @default.
- W4226101766 hasConcept C62520636 @default.
- W4226101766 hasConcept C739882 @default.
- W4226101766 hasConcept C77805123 @default.
- W4226101766 hasConceptScore W4226101766C108650721 @default.
- W4226101766 hasConceptScore W4226101766C114614502 @default.
- W4226101766 hasConceptScore W4226101766C119857082 @default.
- W4226101766 hasConceptScore W4226101766C121332964 @default.
- W4226101766 hasConceptScore W4226101766C124101348 @default.
- W4226101766 hasConceptScore W4226101766C127313418 @default.
- W4226101766 hasConceptScore W4226101766C12997251 @default.
- W4226101766 hasConceptScore W4226101766C143299363 @default.
- W4226101766 hasConceptScore W4226101766C143724316 @default.
- W4226101766 hasConceptScore W4226101766C149782125 @default.
- W4226101766 hasConceptScore W4226101766C151406439 @default.
- W4226101766 hasConceptScore W4226101766C151730666 @default.
- W4226101766 hasConceptScore W4226101766C154945302 @default.
- W4226101766 hasConceptScore W4226101766C15744967 @default.
- W4226101766 hasConceptScore W4226101766C161584116 @default.
- W4226101766 hasConceptScore W4226101766C26873012 @default.
- W4226101766 hasConceptScore W4226101766C2778067643 @default.
- W4226101766 hasConceptScore W4226101766C2779662365 @default.
- W4226101766 hasConceptScore W4226101766C33923547 @default.
- W4226101766 hasConceptScore W4226101766C41008148 @default.
- W4226101766 hasConceptScore W4226101766C62520636 @default.
- W4226101766 hasConceptScore W4226101766C739882 @default.
- W4226101766 hasConceptScore W4226101766C77805123 @default.
- W4226101766 hasLocation W42261017661 @default.
- W4226101766 hasOpenAccess W4226101766 @default.
- W4226101766 hasPrimaryLocation W42261017661 @default.
- W4226101766 hasRelatedWork W114760076 @default.
- W4226101766 hasRelatedWork W1989643030 @default.
- W4226101766 hasRelatedWork W2063729131 @default.
- W4226101766 hasRelatedWork W3192727092 @default.
- W4226101766 hasRelatedWork W3199958815 @default.
- W4226101766 hasRelatedWork W4286976576 @default.
- W4226101766 hasRelatedWork W4308097934 @default.
- W4226101766 hasRelatedWork W4319653621 @default.
- W4226101766 hasRelatedWork W4323556043 @default.
- W4226101766 hasRelatedWork W4378419906 @default.
- W4226101766 isParatext "false" @default.
- W4226101766 isRetracted "false" @default.
- W4226101766 workType "article" @default.