FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2991238695> ?p ?o ?g. }

• W2991238695 endingPage "2615" @default.
• W2991238695 startingPage "2602" @default.
• W2991238695 abstract "Learning with streaming data has attracted much attention during the past few years. Though most studies consider data stream with fixed features, in real practice the features may be evolvable. For example, features of data gathered by limited-lifespan sensors will change when these sensors are substituted by new ones. In this article, we propose a novel learning paradigm: Feature Evolvable Streaming Learning where old features would vanish and new features would occur. Rather than relying on only the current features, we attempt to recover the vanished features and exploit it to improve performance. Specifically, we learn a mapping from the overlapping period to recover old features and then we learn two models from the recovered features and the current features, respectively. To benefit from the recovered features, we develop two ensemble methods. In the first method, we combine the predictions from two models and theoretically show that with the assistance of old features, the performance on new features can be improved and we provide a tighter bound when the loss function is exponentially concave. In the second approach, we dynamically select the best single prediction and establish a better performance guarantee when the best model switches. Experiments on both synthetic and real data validate the effectiveness of our proposal." @default.
• W2991238695 created "2019-12-05" @default.
• W2991238695 creator A5005452724 @default.
• W2991238695 creator A5010751143 @default.
• W2991238695 creator A5081589298 @default.
• W2991238695 date "2021-06-01" @default.
• W2991238695 modified "2023-10-13" @default.
• W2991238695 title "Learning With Feature Evolvable Streams" @default.
• W2991238695 cites W1507480455 @default.
• W2991238695 cites W1529840045 @default.
• W2991238695 cites W1570963478 @default.
• W2991238695 cites W1935278564 @default.
• W2991238695 cites W1987429824 @default.
• W2991238695 cites W1988790447 @default.
• W2991238695 cites W1989546138 @default.
• W2991238695 cites W2005650084 @default.
• W2991238695 cites W2027731328 @default.
• W2991238695 cites W2045938006 @default.
• W2991238695 cites W2068714596 @default.
• W2991238695 cites W2070374624 @default.
• W2991238695 cites W2082244270 @default.
• W2991238695 cites W2097987924 @default.
• W2991238695 cites W2099419573 @default.
• W2991238695 cites W2105867876 @default.
• W2991238695 cites W2119939946 @default.
• W2991238695 cites W2122922389 @default.
• W2991238695 cites W2128750409 @default.
• W2991238695 cites W2129160848 @default.
• W2991238695 cites W2148481202 @default.
• W2991238695 cites W2150621701 @default.
• W2991238695 cites W2165698076 @default.
• W2991238695 cites W2412094331 @default.
• W2991238695 cites W2489009153 @default.
• W2991238695 cites W2602516395 @default.
• W2991238695 cites W2793781565 @default.
• W2991238695 cites W2920882913 @default.
• W2991238695 cites W2963311299 @default.
• W2991238695 cites W3104354962 @default.
• W2991238695 cites W4232478844 @default.
• W2991238695 cites W4233413206 @default.
• W2991238695 cites W4235130247 @default.
• W2991238695 cites W4289282552 @default.
• W2991238695 cites W4292022450 @default.
• W2991238695 cites W4297971002 @default.
• W2991238695 cites W62043660 @default.
• W2991238695 doi "https://doi.org/10.1109/tkde.2019.2954090" @default.
• W2991238695 hasPublicationYear "2021" @default.
• W2991238695 type Work @default.
• W2991238695 sameAs 2991238695 @default.
• W2991238695 citedByCount "7" @default.
• W2991238695 countsByYear W29912386952021 @default.
• W2991238695 countsByYear W29912386952022 @default.
• W2991238695 countsByYear W29912386952023 @default.
• W2991238695 crossrefType "journal-article" @default.
• W2991238695 hasAuthorship W2991238695A5005452724 @default.
• W2991238695 hasAuthorship W2991238695A5010751143 @default.
• W2991238695 hasAuthorship W2991238695A5081589298 @default.
• W2991238695 hasBestOaLocation W29912386951 @default.
• W2991238695 hasConcept C119857082 @default.
• W2991238695 hasConcept C124101348 @default.
• W2991238695 hasConcept C134306372 @default.
• W2991238695 hasConcept C138885662 @default.
• W2991238695 hasConcept C14036430 @default.
• W2991238695 hasConcept C154945302 @default.
• W2991238695 hasConcept C165696696 @default.
• W2991238695 hasConcept C2776401178 @default.
• W2991238695 hasConcept C2777611316 @default.
• W2991238695 hasConcept C2778484313 @default.
• W2991238695 hasConcept C33923547 @default.
• W2991238695 hasConcept C38652104 @default.
• W2991238695 hasConcept C41008148 @default.
• W2991238695 hasConcept C41895202 @default.
• W2991238695 hasConcept C75235859 @default.
• W2991238695 hasConcept C76155785 @default.
• W2991238695 hasConcept C78458016 @default.
• W2991238695 hasConcept C86803240 @default.
• W2991238695 hasConcept C89198739 @default.
• W2991238695 hasConceptScore W2991238695C119857082 @default.
• W2991238695 hasConceptScore W2991238695C124101348 @default.
• W2991238695 hasConceptScore W2991238695C134306372 @default.
• W2991238695 hasConceptScore W2991238695C138885662 @default.
• W2991238695 hasConceptScore W2991238695C14036430 @default.
• W2991238695 hasConceptScore W2991238695C154945302 @default.
• W2991238695 hasConceptScore W2991238695C165696696 @default.
• W2991238695 hasConceptScore W2991238695C2776401178 @default.
• W2991238695 hasConceptScore W2991238695C2777611316 @default.
• W2991238695 hasConceptScore W2991238695C2778484313 @default.
• W2991238695 hasConceptScore W2991238695C33923547 @default.
• W2991238695 hasConceptScore W2991238695C38652104 @default.
• W2991238695 hasConceptScore W2991238695C41008148 @default.
• W2991238695 hasConceptScore W2991238695C41895202 @default.
• W2991238695 hasConceptScore W2991238695C75235859 @default.
• W2991238695 hasConceptScore W2991238695C76155785 @default.
• W2991238695 hasConceptScore W2991238695C78458016 @default.
• W2991238695 hasConceptScore W2991238695C86803240 @default.
• W2991238695 hasConceptScore W2991238695C89198739 @default.
• W2991238695 hasFunder F4320321001 @default.
• W2991238695 hasIssue "6" @default.

• next