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QMFND :
QMFND : A quantum multimodal fusion-based fake news detection model for social media
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- Qu, Zhiguo (författare)
- Nanjing University of Information Science and Technology, Nanjing, China
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- Meng, Yunyi (författare)
- Nanjing University of Information Science and Technology, Nanjing, China
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- Muhammad, Ghulam (författare)
- King Saud University, Riyadh, Saudi Arabia
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- Tiwari, Prayag, 1991- (författare)
- Högskolan i Halmstad,Akademin för informationsteknologi
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(creator_code:org_t)
- Amsterdam : Elsevier, 2024
- 2024
- Engelska.
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Ingår i: Information Fusion. - Amsterdam : Elsevier. - 1566-2535 .- 1872-6305. ; 104
- Relaterad länk:
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- Fake news is frequently disseminated through social media, which significantly impacts public perception and individual decision-making. Accurate identification of fake news on social media is usually time-consuming, laborious, and difficult. Although the leveraging of machine learning technologies can facilitate automated authenticity checks, the time-sensitive and voluminous nature of the data brings considerable challenge for fake news detection. To address this issue, this paper proposes a quantum multimodal fusion-based model for fake news detection (QMFND). QMFND integrates the extracted images and textual features, and passes them through a proposed quantum convolutional neural network (QCNN) to obtain discriminative results. By testing QMFND on two social media datasets, Gossip and Politifact, it is proved that its detection performance is equal to or even surpasses that of classical models. The effects of various parameters are further investigated. The QCNN not only has good expressibility and entangling capability but also has good robustness against quantum noise. The code is available at © 2023 Elsevier B.V.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Fake news detection
- Multimodal fusion
- Quantum convolutional neural network
- Social network
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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