AdaDeepStream: streaming adaptation to concept evolution in deep neural networks

Lorraine Chambers; Mohamed Medhat Gaber; Hossein Ghomeshi

doi:10.1007/s10489-023-04812-0

AdaDeepStream: streaming adaptation to concept evolution in deep neural networks

Lorraine Chambers^*, Mohamed Medhat Gaber, Hossein Ghomeshi

^*Corresponding author for this work

Research output: Contribution to journal › Article › peer-review

2 Citations (SciVal)

Original language	English
Pages (from-to)	27323-27343
Number of pages	21
Journal	Applied Intelligence
Volume	53
Issue number	22
DOIs	https://doi.org/10.1007/s10489-023-04812-0
Publication status	Published (VoR) - Nov 2023

Keywords

Concept evolution
Deep neural netowrks
Deep neural network adaptation
Novel class detection
Streaming machine learning

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10.1007/s10489-023-04812-0Licence: CC BY

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@article{b4de165eda314c73a2caf3427fc64e2a,

title = "AdaDeepStream: streaming adaptation to concept evolution in deep neural networks",

keywords = "Concept evolution, Deep neural netowrks, Deep neural network adaptation, Novel class detection, Streaming machine learning",

author = "Lorraine Chambers and Gaber, {Mohamed Medhat} and Hossein Ghomeshi",

note = "Publisher Copyright: {\textcopyright} 2023, The Author(s).",

year = "2023",

month = nov,

doi = "10.1007/s10489-023-04812-0",

language = "English",

volume = "53",

pages = "27323--27343",

journal = "Applied Intelligence",

issn = "0924-669X",

publisher = "Springer",

number = "22",

}

TY - JOUR

T1 - AdaDeepStream

T2 - streaming adaptation to concept evolution in deep neural networks

AU - Chambers, Lorraine

AU - Gaber, Mohamed Medhat

AU - Ghomeshi, Hossein

PY - 2023/11

Y1 - 2023/11

KW - Concept evolution

KW - Deep neural netowrks

KW - Deep neural network adaptation

KW - Novel class detection

KW - Streaming machine learning

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UR - https://www.open-access.bcu.ac.uk/14778/

U2 - 10.1007/s10489-023-04812-0

DO - 10.1007/s10489-023-04812-0

M3 - Article

AN - SCOPUS:85169889427

SN - 0924-669X

VL - 53

SP - 27323

EP - 27343

JO - Applied Intelligence

JF - Applied Intelligence

IS - 22

ER -

AdaDeepStream: streaming adaptation to concept evolution in deep neural networks

Keywords

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