Matches in SemOpenAlex for { <https://semopenalex.org/work/W3168145774> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3168145774 abstract "As enterprise information systems are collecting event streams from various sources, the ability of a system to automatically detect anomalous events and further provide human-readable explanations is of paramount importance. In this paper, we present an approach to integrated anomaly detection (AD) and explanation discovery (ED), which is able to leverage state-of-the-art Deep Learning (DL) techniques for anomaly detection, while being able to recover human-readable explanations for detected anomalies. At the core of the framework is a new human-interpretable dimensionality reduction (HIDR) method that not only reduces the dimensionality of the data, but also maintains a meaningful mapping from the original features to the transformed low-dimensional features. Such transformed features can be fed into any DL technique designed for anomaly detection, and the feature mapping will be used to recover human-readable explanations through a suite of new feature selection and explanation discovery methods. Evaluation using a recent explainable anomaly detection benchmark demonstrates the efficiency and effectiveness of HIDR for AD, and the result that while all three recent ED techniques failed to generate quality explanations on high-dimensional data, our HIDR-based ED framework can enable them to generate explanations with dramatic improvements in the quality of explanations and computational efficiency." @default.
- W3168145774 created "2021-06-22" @default.
- W3168145774 creator A5029946638 @default.
- W3168145774 creator A5034556306 @default.
- W3168145774 creator A5039657719 @default.
- W3168145774 creator A5069946543 @default.
- W3168145774 date "2021-06-28" @default.
- W3168145774 modified "2023-09-24" @default.
- W3168145774 title "Explainable anomaly detection on high-dimensional time series data" @default.
- W3168145774 cites W1966809779 @default.
- W3168145774 cites W2026493302 @default.
- W3168145774 cites W2047182010 @default.
- W3168145774 cites W2100495367 @default.
- W3168145774 cites W2122646361 @default.
- W3168145774 cites W2282821441 @default.
- W3168145774 cites W2294059532 @default.
- W3168145774 cites W2367397349 @default.
- W3168145774 cites W2395123632 @default.
- W3168145774 cites W2402668406 @default.
- W3168145774 cites W2425269155 @default.
- W3168145774 cites W2599354622 @default.
- W3168145774 cites W2613206411 @default.
- W3168145774 cites W2613751718 @default.
- W3168145774 cites W2788403449 @default.
- W3168145774 cites W2891108142 @default.
- W3168145774 cites W3036990658 @default.
- W3168145774 cites W3099584179 @default.
- W3168145774 doi "https://doi.org/10.1145/3465480.3468292" @default.
- W3168145774 hasPublicationYear "2021" @default.
- W3168145774 type Work @default.
- W3168145774 sameAs 3168145774 @default.
- W3168145774 citedByCount "3" @default.
- W3168145774 countsByYear W31681457742022 @default.
- W3168145774 crossrefType "proceedings-article" @default.
- W3168145774 hasAuthorship W3168145774A5029946638 @default.
- W3168145774 hasAuthorship W3168145774A5034556306 @default.
- W3168145774 hasAuthorship W3168145774A5039657719 @default.
- W3168145774 hasAuthorship W3168145774A5069946543 @default.
- W3168145774 hasBestOaLocation W31681457742 @default.
- W3168145774 hasConcept C111030470 @default.
- W3168145774 hasConcept C119857082 @default.
- W3168145774 hasConcept C121332964 @default.
- W3168145774 hasConcept C124101348 @default.
- W3168145774 hasConcept C127313418 @default.
- W3168145774 hasConcept C12997251 @default.
- W3168145774 hasConcept C13280743 @default.
- W3168145774 hasConcept C153083717 @default.
- W3168145774 hasConcept C154945302 @default.
- W3168145774 hasConcept C166957645 @default.
- W3168145774 hasConcept C185798385 @default.
- W3168145774 hasConcept C26873012 @default.
- W3168145774 hasConcept C41008148 @default.
- W3168145774 hasConcept C70518039 @default.
- W3168145774 hasConcept C739882 @default.
- W3168145774 hasConcept C79581498 @default.
- W3168145774 hasConcept C95457728 @default.
- W3168145774 hasConceptScore W3168145774C111030470 @default.
- W3168145774 hasConceptScore W3168145774C119857082 @default.
- W3168145774 hasConceptScore W3168145774C121332964 @default.
- W3168145774 hasConceptScore W3168145774C124101348 @default.
- W3168145774 hasConceptScore W3168145774C127313418 @default.
- W3168145774 hasConceptScore W3168145774C12997251 @default.
- W3168145774 hasConceptScore W3168145774C13280743 @default.
- W3168145774 hasConceptScore W3168145774C153083717 @default.
- W3168145774 hasConceptScore W3168145774C154945302 @default.
- W3168145774 hasConceptScore W3168145774C166957645 @default.
- W3168145774 hasConceptScore W3168145774C185798385 @default.
- W3168145774 hasConceptScore W3168145774C26873012 @default.
- W3168145774 hasConceptScore W3168145774C41008148 @default.
- W3168145774 hasConceptScore W3168145774C70518039 @default.
- W3168145774 hasConceptScore W3168145774C739882 @default.
- W3168145774 hasConceptScore W3168145774C79581498 @default.
- W3168145774 hasConceptScore W3168145774C95457728 @default.
- W3168145774 hasLocation W31681457741 @default.
- W3168145774 hasLocation W31681457742 @default.
- W3168145774 hasLocation W31681457743 @default.
- W3168145774 hasOpenAccess W3168145774 @default.
- W3168145774 hasPrimaryLocation W31681457741 @default.
- W3168145774 hasRelatedWork W1485630101 @default.
- W3168145774 hasRelatedWork W2081245617 @default.
- W3168145774 hasRelatedWork W2498862821 @default.
- W3168145774 hasRelatedWork W2593649365 @default.
- W3168145774 hasRelatedWork W2950577464 @default.
- W3168145774 hasRelatedWork W4205474285 @default.
- W3168145774 hasRelatedWork W4280535515 @default.
- W3168145774 hasRelatedWork W4283314094 @default.
- W3168145774 hasRelatedWork W4285603061 @default.
- W3168145774 hasRelatedWork W4302612983 @default.
- W3168145774 isParatext "false" @default.
- W3168145774 isRetracted "false" @default.
- W3168145774 magId "3168145774" @default.
- W3168145774 workType "article" @default.