Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287703048> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4287703048 abstract "This paper introduces a new methodology for detecting anomalies in time series data, with a primary application to monitoring the health of (micro-) services and cloud resources. The main novelty in our approach is that instead of modeling time series consisting of real values or vectors of real values, we model time series of probability distributions over real values (or vectors). This extension to time series of probability distributions allows the technique to be applied to the common scenario where the data is generated by requests coming in to a service, which is then aggregated at a fixed temporal frequency. Our method is amenable to streaming anomaly detection and scales to monitoring for anomalies on millions of time series. We show the superior accuracy of our method on synthetic and public real-world data. On the Yahoo Webscope data set, we outperform the state of the art in 3 out of 4 data sets and we show that we outperform popular open-source anomaly detection tools by up to 17% average improvement for a real-world data set." @default.
- W4287703048 created "2022-07-26" @default.
- W4287703048 creator A5026334888 @default.
- W4287703048 creator A5048713693 @default.
- W4287703048 creator A5052993222 @default.
- W4287703048 creator A5064737739 @default.
- W4287703048 date "2020-07-30" @default.
- W4287703048 modified "2023-09-29" @default.
- W4287703048 title "Anomaly Detection at Scale: The Case for Deep Distributional Time Series Models" @default.
- W4287703048 doi "https://doi.org/10.48550/arxiv.2007.15541" @default.
- W4287703048 hasPublicationYear "2020" @default.
- W4287703048 type Work @default.
- W4287703048 citedByCount "0" @default.
- W4287703048 crossrefType "posted-content" @default.
- W4287703048 hasAuthorship W4287703048A5026334888 @default.
- W4287703048 hasAuthorship W4287703048A5048713693 @default.
- W4287703048 hasAuthorship W4287703048A5052993222 @default.
- W4287703048 hasAuthorship W4287703048A5064737739 @default.
- W4287703048 hasBestOaLocation W42877030481 @default.
- W4287703048 hasConcept C119857082 @default.
- W4287703048 hasConcept C121332964 @default.
- W4287703048 hasConcept C124101348 @default.
- W4287703048 hasConcept C12997251 @default.
- W4287703048 hasConcept C138885662 @default.
- W4287703048 hasConcept C143724316 @default.
- W4287703048 hasConcept C151406439 @default.
- W4287703048 hasConcept C151730666 @default.
- W4287703048 hasConcept C154945302 @default.
- W4287703048 hasConcept C177264268 @default.
- W4287703048 hasConcept C199360897 @default.
- W4287703048 hasConcept C205649164 @default.
- W4287703048 hasConcept C26873012 @default.
- W4287703048 hasConcept C27206212 @default.
- W4287703048 hasConcept C2778738651 @default.
- W4287703048 hasConcept C2778755073 @default.
- W4287703048 hasConcept C2778924833 @default.
- W4287703048 hasConcept C41008148 @default.
- W4287703048 hasConcept C58489278 @default.
- W4287703048 hasConcept C58640448 @default.
- W4287703048 hasConcept C739882 @default.
- W4287703048 hasConcept C75684735 @default.
- W4287703048 hasConcept C86803240 @default.
- W4287703048 hasConceptScore W4287703048C119857082 @default.
- W4287703048 hasConceptScore W4287703048C121332964 @default.
- W4287703048 hasConceptScore W4287703048C124101348 @default.
- W4287703048 hasConceptScore W4287703048C12997251 @default.
- W4287703048 hasConceptScore W4287703048C138885662 @default.
- W4287703048 hasConceptScore W4287703048C143724316 @default.
- W4287703048 hasConceptScore W4287703048C151406439 @default.
- W4287703048 hasConceptScore W4287703048C151730666 @default.
- W4287703048 hasConceptScore W4287703048C154945302 @default.
- W4287703048 hasConceptScore W4287703048C177264268 @default.
- W4287703048 hasConceptScore W4287703048C199360897 @default.
- W4287703048 hasConceptScore W4287703048C205649164 @default.
- W4287703048 hasConceptScore W4287703048C26873012 @default.
- W4287703048 hasConceptScore W4287703048C27206212 @default.
- W4287703048 hasConceptScore W4287703048C2778738651 @default.
- W4287703048 hasConceptScore W4287703048C2778755073 @default.
- W4287703048 hasConceptScore W4287703048C2778924833 @default.
- W4287703048 hasConceptScore W4287703048C41008148 @default.
- W4287703048 hasConceptScore W4287703048C58489278 @default.
- W4287703048 hasConceptScore W4287703048C58640448 @default.
- W4287703048 hasConceptScore W4287703048C739882 @default.
- W4287703048 hasConceptScore W4287703048C75684735 @default.
- W4287703048 hasConceptScore W4287703048C86803240 @default.
- W4287703048 hasLocation W42877030481 @default.
- W4287703048 hasOpenAccess W4287703048 @default.
- W4287703048 hasPrimaryLocation W42877030481 @default.
- W4287703048 hasRelatedWork W1987029079 @default.
- W4287703048 hasRelatedWork W2063729131 @default.
- W4287703048 hasRelatedWork W2372557666 @default.
- W4287703048 hasRelatedWork W2374590780 @default.
- W4287703048 hasRelatedWork W2504418378 @default.
- W4287703048 hasRelatedWork W2534591110 @default.
- W4287703048 hasRelatedWork W2573169959 @default.
- W4287703048 hasRelatedWork W2734587838 @default.
- W4287703048 hasRelatedWork W3192727092 @default.
- W4287703048 hasRelatedWork W4226306543 @default.
- W4287703048 isParatext "false" @default.
- W4287703048 isRetracted "false" @default.
- W4287703048 workType "article" @default.