FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4294406048> ?p ?o ?g. }

• W4294406048 abstract "Abstract Change point detection has many practical applications, from anomaly detection in data to scene changes in robotics; however, finding changes in high dimensional data is an ongoing challenge. We describe a self-training model-agnostic framework to detect changes in arbitrarily complex data. The method consists of two steps. First, it labels data as before or after a candidate change point and trains a classifier to predict these labels. The accuracy of this classifier varies for different candidate change points. By modeling the accuracy change we can infer the true change point and fraction of data affected by the change (a proxy for detection confidence). We demonstrate how our framework can achieve low bias over a wide range of conditions and detect changes in high dimensional, noisy data more accurately than alternative methods. We use the framework to identify changes in real-world data and measure their effects using regression discontinuity designs, thereby uncovering potential natural experiments, such as the effect of pandemic lockdowns on air pollution and the effect of policy changes on performance and persistence in a learning platform. Our method opens new avenues for data-driven discovery due to its flexibility, accuracy and robustness in identifying changes in data." @default.
• W4294406048 created "2022-09-03" @default.
• W4294406048 creator A5009943357 @default.
• W4294406048 creator A5049634383 @default.
• W4294406048 creator A5067013133 @default.
• W4294406048 date "2022-09-03" @default.
• W4294406048 modified "2023-10-18" @default.
• W4294406048 title "Leveraging change point detection to discover natural experiments in data" @default.
• W4294406048 cites W1529739011 @default.
• W4294406048 cites W1547333268 @default.
• W4294406048 cites W1565661881 @default.
• W4294406048 cites W1965032599 @default.
• W4294406048 cites W1975684011 @default.
• W4294406048 cites W1977407354 @default.
• W4294406048 cites W1989279315 @default.
• W4294406048 cites W1989914875 @default.
• W4294406048 cites W2007321142 @default.
• W4294406048 cites W2012075179 @default.
• W4294406048 cites W2027251375 @default.
• W4294406048 cites W2051903196 @default.
• W4294406048 cites W2090964435 @default.
• W4294406048 cites W2097382951 @default.
• W4294406048 cites W2107633943 @default.
• W4294406048 cites W2113508851 @default.
• W4294406048 cites W2117535423 @default.
• W4294406048 cites W2117539524 @default.
• W4294406048 cites W2123676639 @default.
• W4294406048 cites W2142561902 @default.
• W4294406048 cites W2143117649 @default.
• W4294406048 cites W2159397589 @default.
• W4294406048 cites W2208550830 @default.
• W4294406048 cites W22582147 @default.
• W4294406048 cites W2305754340 @default.
• W4294406048 cites W2462689321 @default.
• W4294406048 cites W2531147647 @default.
• W4294406048 cites W2624816748 @default.
• W4294406048 cites W2809397973 @default.
• W4294406048 cites W2909693411 @default.
• W4294406048 cites W3045818358 @default.
• W4294406048 cites W3098561233 @default.
• W4294406048 cites W3123707900 @default.
• W4294406048 cites W3125367243 @default.
• W4294406048 cites W3186944330 @default.
• W4294406048 doi "https://doi.org/10.1140/epjds/s13688-022-00361-7" @default.
• W4294406048 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36090462" @default.
• W4294406048 hasPublicationYear "2022" @default.
• W4294406048 type Work @default.
• W4294406048 citedByCount "1" @default.
• W4294406048 countsByYear W42944060482023 @default.
• W4294406048 crossrefType "journal-article" @default.
• W4294406048 hasAuthorship W4294406048A5009943357 @default.
• W4294406048 hasAuthorship W4294406048A5049634383 @default.
• W4294406048 hasAuthorship W4294406048A5067013133 @default.
• W4294406048 hasBestOaLocation W42944060481 @default.
• W4294406048 hasConcept C104317684 @default.
• W4294406048 hasConcept C119857082 @default.
• W4294406048 hasConcept C124101348 @default.
• W4294406048 hasConcept C153180895 @default.
• W4294406048 hasConcept C154945302 @default.
• W4294406048 hasConcept C185592680 @default.
• W4294406048 hasConcept C203595873 @default.
• W4294406048 hasConcept C21080849 @default.
• W4294406048 hasConcept C41008148 @default.
• W4294406048 hasConcept C55493867 @default.
• W4294406048 hasConcept C63479239 @default.
• W4294406048 hasConcept C739882 @default.
• W4294406048 hasConcept C95623464 @default.
• W4294406048 hasConceptScore W4294406048C104317684 @default.
• W4294406048 hasConceptScore W4294406048C119857082 @default.
• W4294406048 hasConceptScore W4294406048C124101348 @default.
• W4294406048 hasConceptScore W4294406048C153180895 @default.
• W4294406048 hasConceptScore W4294406048C154945302 @default.
• W4294406048 hasConceptScore W4294406048C185592680 @default.
• W4294406048 hasConceptScore W4294406048C203595873 @default.
• W4294406048 hasConceptScore W4294406048C21080849 @default.
• W4294406048 hasConceptScore W4294406048C41008148 @default.
• W4294406048 hasConceptScore W4294406048C55493867 @default.
• W4294406048 hasConceptScore W4294406048C63479239 @default.
• W4294406048 hasConceptScore W4294406048C739882 @default.
• W4294406048 hasConceptScore W4294406048C95623464 @default.
• W4294406048 hasFunder F4320332180 @default.
• W4294406048 hasIssue "1" @default.
• W4294406048 hasLocation W42944060481 @default.
• W4294406048 hasLocation W42944060482 @default.
• W4294406048 hasLocation W42944060483 @default.
• W4294406048 hasLocation W42944060484 @default.
• W4294406048 hasOpenAccess W4294406048 @default.
• W4294406048 hasPrimaryLocation W42944060481 @default.
• W4294406048 hasRelatedWork W2009036560 @default.
• W4294406048 hasRelatedWork W2076520961 @default.
• W4294406048 hasRelatedWork W2167582322 @default.
• W4294406048 hasRelatedWork W2563096758 @default.
• W4294406048 hasRelatedWork W2747338096 @default.
• W4294406048 hasRelatedWork W2913619435 @default.
• W4294406048 hasRelatedWork W2972035100 @default.
• W4294406048 hasRelatedWork W4226248369 @default.
• W4294406048 hasRelatedWork W4386053843 @default.
• W4294406048 hasRelatedWork W3158004940 @default.
• W4294406048 hasVolume "11" @default.
• W4294406048 isParatext "false" @default.

• next