Search Results - Autoencoder framework*

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  1. 1

    ParkMAE: a cross-linguistic masked autoencoder framework for robust Parkinson's disease detection from speech by Ando, Angelika, Lesage, Adrien, De Gennes, Marc, Riad, Rachid

    ISSN: 2045-2322, 2045-2322
    Published: England 10.12.2025
    Published in Scientific reports (10.12.2025)
    “… Our self-supervised masked autoencoder approach, pretrained on this multilingual corpus, demonstrates superior performance achieving 39…”
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    Journal Article
  2. 2

    Variational Autoencoder Framework for Hyperspectral Retrievals (Hyper-VAE) of Phytoplankton Absorption and Chlorophyll a in Coastal Waters for NASA's EMIT and PACE Missions by Lou, Jiadong, Liu, Bingqing, Xiong, Yuanheng, Zhang, Xiaodong, Yuan, Xu

    ISSN: 0196-2892, 1558-0644
    Published: New York IEEE 2025
    “…Phytoplankton absorbs and scatters light in unique ways, subtly altering the color of water-changes that are often minor for human eyes to detect but can be…”
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    Journal Article
  3. 3

    GCMCDTI: Graph convolutional autoencoder framework for predicting drug-target interactions based on matrix completion by Li, Jing, Zhang, Chen, Li, Zhengwei, Nie, Ru, Han, Pengyong, Yang, Wenjia, Liao, Hongmei

    ISSN: 1757-6334, 1757-6334
    Published: 01.10.2022
    “… We regard the association prediction between drugs and targets as link prediction and treat the process as matrix completion, and then a graph convolutional auto-encoder framework is employed…”
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    Journal Article
  4. 4

    GenoDrawing: An Autoencoder Framework for Image Prediction from SNP Markers by Jurado-Ruiz, Federico, Rousseau, David, Botía, Juan A., Aranzana, Maria José

    ISSN: 2643-6515, 2643-6515
    Published: United States Science Partner Journals 2023
    Published in Plant phenomics (2023)
    “… This study introduces an autoencoder framework, GenoDrawing, for predicting and retrieving apple images from a low-depth single-nucleotide polymorphism (SNP…”
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    Journal Article
  5. 5

    CAD-Skin: A Hybrid Convolutional Neural Network–Autoencoder Framework for Precise Detection and Classification of Skin Lesions and Cancer by Khan, Abdullah, Sajid, Muhammad Zaheer, Khan, Nauman Ali, Youssef, Ayman, Abbas, Qaisar

    ISSN: 2306-5354, 2306-5354
    Published: Switzerland MDPI AG 21.03.2025
    Published in Bioengineering (Basel) (21.03.2025)
    “… neural networks and autoencoders to improve the classification efficiency of skin cancer…”
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  6. 6

    Transformer-Based Autoencoder Framework for Nonlinear Hyperspectral Anomaly Detection by Wu, Ziyu, Wang, Bin

    ISSN: 0196-2892, 1558-0644
    Published: New York IEEE 2024
    “…Recently, the autoencoder (AE) has received significant attention in the hyperspectral anomaly detection task…”
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  7. 7

    An autoencoder-based recommendation framework toward cold start problem: An autoencoder-based recommendation framework by Zhou, Wang, Tian, Ying, Haq, Amin Ul, Ahmad, Sultan

    ISSN: 0920-8542, 1573-0484
    Published: New York Springer US 01.01.2025
    Published in The Journal of supercomputing (01.01.2025)
    “… To overcome this issue, this article proposes a novel autoencoder framework referred to as CSRec, which owns the merits of both neural networks and collaborative filtering…”
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  8. 8

    An Autoencoder Framework With Attention Mechanism for Cross-Domain Recommendation by Zhong, Shi-Ting, Huang, Ling, Wang, Chang-Dong, Lai, Jian-Huang, Yu, Philip S.

    ISSN: 2168-2267, 2168-2275, 2168-2275
    Published: United States IEEE 01.06.2022
    Published in IEEE transactions on cybernetics (01.06.2022)
    “… Therefore, in this article, we propose a novel autoencoder framework with an attention mechanism (AAM…”
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  9. 9

    Cross-modal autoencoder framework learns holistic representations of cardiovascular state by Radhakrishnan, Adityanarayanan, Friedman, Sam F., Khurshid, Shaan, Ng, Kenney, Batra, Puneet, Lubitz, Steven A., Philippakis, Anthony A., Uhler, Caroline

    ISSN: 2041-1723, 2041-1723
    Published: London Nature Publishing Group UK 28.04.2023
    Published in Nature communications (28.04.2023)
    “… Using the heart as a model system, we develop a cross-modal autoencoder framework for integrating distinct data modalities and constructing a holistic representation of cardiovascular state…”
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    Journal Article
  10. 10

    PepVAE: Variational Autoencoder Framework for Antimicrobial Peptide Generation and Activity Prediction by Dean, Scott N., Alvarez, Jerome Anthony E., Zabetakis, Dan, Walper, Scott A., Malanoski, Anthony P.

    ISSN: 1664-302X, 1664-302X
    Published: Frontiers Media S.A 30.09.2021
    Published in Frontiers in microbiology (30.09.2021)
    “… Here, we report a peptide generation framework, PepVAE, based around variational autoencoder (VAE…”
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    Journal Article
  11. 11

    A memory pool variational autoencoder framework for cross-domain recommendation by Yang, Jie, Zhu, Jianxiang, Ding, Xiaofeng, Peng, Yaxin, Zhang, Yangchun

    ISSN: 0957-4174, 1873-6793
    Published: Elsevier Ltd 01.05.2024
    Published in Expert systems with applications (01.05.2024)
    “…; and the indirect relationship between the user and items related to other users. In order to process these relationships, we propose a novel framework named Memory Pool Variational AutoEncoder (MPVAE…”
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  12. 12

    A Twice Denoising Autoencoder Framework for Random Seismic Noise Attenuation by Liao, Zhangquan, Li, Yong, Xia, En, Liu, Yingtian, Hu, Rui

    ISSN: 0196-2892, 1558-0644
    Published: New York IEEE 2023
    “… The framework consists of a denoising autoencoder (DAE) and data generator. The DAE attenuates random noise without ground truth and works with a vectoring patching technique to reduce time complexity…”
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  13. 13

    A Shallow Autoencoder Framework for Epileptic Seizure Detection in EEG Signals by Khan, Gul Hameed, Khan, Nadeem Ahmad, Altaf, Muhammad Awais Bin, Abbasi, Qammer

    ISSN: 1424-8220, 1424-8220
    Published: Switzerland MDPI AG 01.04.2023
    Published in Sensors (Basel, Switzerland) (01.04.2023)
    “…This paper presents a trainable hybrid approach involving a shallow autoencoder (AE) and a conventional classifier for epileptic seizure detection…”
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  14. 14

    Autoencoder framework based on orthogonal projection constraints improves anomalies detection by Yu, Qien, Kavitha, Muthusubash, Kurita, Takio

    ISSN: 0925-2312, 1872-8286
    Published: Elsevier B.V 25.08.2021
    Published in Neurocomputing (Amsterdam) (25.08.2021)
    “…In this study, we propose a novel autoencoder framework based on orthogonal projection constraint (OPC…”
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  15. 15

    ESAE-SDA: ensemble sparse autoencoder framework for epigenomics-informed snoRNA-disease associations prediction by Jiang, Xinqing, Chen, Xiaojun, Xu, Lifeng, Zhang, Feng, Chen, Jiawei, Zhang, Wenqian

    ISSN: 1471-2105, 1471-2105
    Published: London BioMed Central 31.10.2025
    Published in BMC bioinformatics (31.10.2025)
    “…Small nucleolar RNAs (snoRNAs), a class of non-coding RNAs broadly distributed in eukaryotes, are emerging as pivotal regulators in the field of epigenomics…”
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  16. 16

    Generating Accurate and Diverse Audio Captions Through Variational Autoencoder Framework by Zhang, Yiming, Du, Ruoyi, Tan, Zheng-Hua, Wang, Wenwu, Ma, Zhanyu

    ISSN: 1070-9908, 1558-2361
    Published: New York IEEE 2024
    Published in IEEE signal processing letters (2024)
    “… In this work, we propose a new diverse audio captioning method based on a variational autoencoder structure, dubbed AC-VAE, aiming to achieve a better trade-off between the diversity and accuracy…”
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  17. 17

    ESAE-SDA: ensemble sparse autoencoder framework for epigenomics-informed snoRNA-disease associations prediction by Jiang, Xinqing, Chen, Xiaojun, Xu, Lifeng, Zhang, Feng, Chen, Jiawei, Zhang, Wenqian

    ISSN: 1471-2105, 1471-2105
    Published: BioMed Central Ltd 31.10.2025
    Published in BMC bioinformatics (31.10.2025)
    “…Small nucleolar RNAs (snoRNAs), a class of non-coding RNAs broadly distributed in eukaryotes, are emerging as pivotal regulators in the field of epigenomics…”
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    Journal Article
  18. 18

    Adaptive Temperature-Driven Ternary Contrastive Autoencoder Framework for Hyperspectral Target Detection by Li, Jiaojiao, Liu, Hangyun, Xu, Haitao, Wang, Chengyuan, Li, Yunsong, Du, Qian

    ISSN: 0196-2892, 1558-0644
    Published: New York IEEE 2025
    “… To address the above issues, we propose an adaptive temperature-driven ternary contrastive autoencoder (ATTCA…”
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  19. 19

    BiAEImpute: a robust bidirectional autoencoder framework for High-fidelity dropout imputation in single-cell transcriptomics by Zhang, Yi, Liu, Xinyuan, Wang, Yin, Wang, Yu

    ISSN: 1471-2164, 1471-2164
    Published: London BioMed Central 26.09.2025
    Published in BMC genomics (26.09.2025)
    “… Methods We proposed a bidirectional autoencoder-based model (BiAEImpute) for dropout imputation in scRNA-seq dataset…”
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  20. 20

    A Joint Multiscale Graph Attention and Classify-Driven Autoencoder Framework for Hyperspectral Unmixing by Cao, Feilong, Situ, Yujia, Ye, Hailiang

    ISSN: 0196-2892, 1558-0644
    Published: New York IEEE 2025
    “… Therefore, this article develops a joint multiscale graph attention and classify-driven autoencoder (MSGA-CD) framework for HU…”
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