Novelty Detection and Online Learning for Chunk Data Streams

Datastream analysis aims at extracting discriminative information for classification from continuously incoming samples. It is extremely challenging to detect novel data while incrementally updating the model efficiently and stably, especially for high-dimensional and/or large-scale data streams. Th...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 7 vom: 10. Juli, Seite 2400-2412
1. Verfasser: Wang, Yi (VerfasserIn)
Weitere Verfasser: Ding, Yi, He, Xiangjian, Fan, Xin, Lin, Chi, Li, Fengqi, Wang, Tianzhu, Luo, Zhongxuan, Luo, Jiebo
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article