FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2643071018> ?p ?o ?g. }

• W2643071018 endingPage "81" @default.
• W2643071018 startingPage "73" @default.
• W2643071018 abstract "Patient-specific algorithms to detect adverse clinical events during long-term physiological monitoring substantially improve performance relative to patient-nonspecific ones. However, these algorithms often rely on the availability of expert hand-labeled data for training, which severely restricts the scalability of personalized monitoring within a real-world setting. While active learning offers a natural framework to address this issue, the relative merits of dierent active learning methodologies have not been extensively studied in the setting of developing clinically useful detectors for infrequent time-series events. In this paper, we identify a core set of principles that are relative to the specific goal of personalized long-term physiological monitoring. We describe and compare dierent approaches for initialization, batch selection and termination within the active learning process. We position this work in the context of epileptic seizure onset detection. When evaluated on a database of scalp EEG recordings from 23 epileptic patients, we show that a combined distanceand diversity-based measure to determine the data to be queried, max-min clustering for identification of the initialization set, and a comparison of consecutive support vector sets to guide termination results in an active learning-based detector that can achieve similar performance to a patient-specific detector while requiring two orders of magnitude fewer labeled examples for training." @default.
• W2643071018 created "2017-06-30" @default.
• W2643071018 creator A5057435618 @default.
• W2643071018 creator A5081710525 @default.
• W2643071018 date "2012-01-01" @default.
• W2643071018 modified "2023-09-24" @default.
• W2643071018 title "Scalable Personalization of Long-Term Physiological Monitoring: Active Learning Methodologies for Epileptic Seizure Onset Detection" @default.
• W2643071018 cites W1514940655 @default.
• W2643071018 cites W1519227462 @default.
• W2643071018 cites W1556131344 @default.
• W2643071018 cites W1845402413 @default.
• W2643071018 cites W2013692311 @default.
• W2643071018 cites W2039643849 @default.
• W2643071018 cites W2052466231 @default.
• W2643071018 cites W2062024414 @default.
• W2643071018 cites W2073135166 @default.
• W2643071018 cites W2092064447 @default.
• W2643071018 cites W2106326515 @default.
• W2643071018 cites W2124261350 @default.
• W2643071018 cites W2132870739 @default.
• W2643071018 cites W2138079527 @default.
• W2643071018 cites W2139709458 @default.
• W2643071018 cites W2141804971 @default.
• W2643071018 cites W2144578442 @default.
• W2643071018 cites W2153635508 @default.
• W2643071018 cites W2156909104 @default.
• W2643071018 cites W2161687618 @default.
• W2643071018 cites W2216045586 @default.
• W2643071018 cites W2426031434 @default.
• W2643071018 cites W169599111 @default.
• W2643071018 cites W2013995983 @default.
• W2643071018 hasPublicationYear "2012" @default.
• W2643071018 type Work @default.
• W2643071018 sameAs 2643071018 @default.
• W2643071018 citedByCount "1" @default.
• W2643071018 countsByYear W26430710182019 @default.
• W2643071018 crossrefType "journal-article" @default.
• W2643071018 hasAuthorship W2643071018A5057435618 @default.
• W2643071018 hasAuthorship W2643071018A5081710525 @default.
• W2643071018 hasConcept C114466953 @default.
• W2643071018 hasConcept C118552586 @default.
• W2643071018 hasConcept C119857082 @default.
• W2643071018 hasConcept C121332964 @default.
• W2643071018 hasConcept C124101348 @default.
• W2643071018 hasConcept C136764020 @default.
• W2643071018 hasConcept C151730666 @default.
• W2643071018 hasConcept C154945302 @default.
• W2643071018 hasConcept C177264268 @default.
• W2643071018 hasConcept C183003079 @default.
• W2643071018 hasConcept C199360897 @default.
• W2643071018 hasConcept C2779334592 @default.
• W2643071018 hasConcept C2779343474 @default.
• W2643071018 hasConcept C41008148 @default.
• W2643071018 hasConcept C48044578 @default.
• W2643071018 hasConcept C522805319 @default.
• W2643071018 hasConcept C61797465 @default.
• W2643071018 hasConcept C62520636 @default.
• W2643071018 hasConcept C71924100 @default.
• W2643071018 hasConcept C77088390 @default.
• W2643071018 hasConcept C77967617 @default.
• W2643071018 hasConcept C86803240 @default.
• W2643071018 hasConceptScore W2643071018C114466953 @default.
• W2643071018 hasConceptScore W2643071018C118552586 @default.
• W2643071018 hasConceptScore W2643071018C119857082 @default.
• W2643071018 hasConceptScore W2643071018C121332964 @default.
• W2643071018 hasConceptScore W2643071018C124101348 @default.
• W2643071018 hasConceptScore W2643071018C136764020 @default.
• W2643071018 hasConceptScore W2643071018C151730666 @default.
• W2643071018 hasConceptScore W2643071018C154945302 @default.
• W2643071018 hasConceptScore W2643071018C177264268 @default.
• W2643071018 hasConceptScore W2643071018C183003079 @default.
• W2643071018 hasConceptScore W2643071018C199360897 @default.
• W2643071018 hasConceptScore W2643071018C2779334592 @default.
• W2643071018 hasConceptScore W2643071018C2779343474 @default.
• W2643071018 hasConceptScore W2643071018C41008148 @default.
• W2643071018 hasConceptScore W2643071018C48044578 @default.
• W2643071018 hasConceptScore W2643071018C522805319 @default.
• W2643071018 hasConceptScore W2643071018C61797465 @default.
• W2643071018 hasConceptScore W2643071018C62520636 @default.
• W2643071018 hasConceptScore W2643071018C71924100 @default.
• W2643071018 hasConceptScore W2643071018C77088390 @default.
• W2643071018 hasConceptScore W2643071018C77967617 @default.
• W2643071018 hasConceptScore W2643071018C86803240 @default.
• W2643071018 hasLocation W26430710181 @default.
• W2643071018 hasOpenAccess W2643071018 @default.
• W2643071018 hasPrimaryLocation W26430710181 @default.
• W2643071018 hasRelatedWork W2120847091 @default.
• W2643071018 hasRelatedWork W2182305996 @default.
• W2643071018 hasRelatedWork W2754225298 @default.
• W2643071018 hasRelatedWork W2903831172 @default.
• W2643071018 hasRelatedWork W2905760173 @default.
• W2643071018 hasRelatedWork W2911605208 @default.
• W2643071018 hasRelatedWork W2913741607 @default.
• W2643071018 hasRelatedWork W2915419533 @default.
• W2643071018 hasRelatedWork W2967087414 @default.
• W2643071018 hasRelatedWork W3005778357 @default.
• W2643071018 hasRelatedWork W3007400138 @default.
• W2643071018 hasRelatedWork W3016865253 @default.

• next