Search Results - Autoencoder framework*
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ParkMAE: a cross-linguistic masked autoencoder framework for robust Parkinson's disease detection from speech
ISSN: 2045-2322, 2045-2322Published: England 10.12.2025Published 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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Variational Autoencoder Framework for Hyperspectral Retrievals (Hyper-VAE) of Phytoplankton Absorption and Chlorophyll a in Coastal Waters for NASA's EMIT and PACE Missions
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2025Published in IEEE transactions on geoscience and remote sensing (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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GCMCDTI: Graph convolutional autoencoder framework for predicting drug-target interactions based on matrix completion
ISSN: 1757-6334, 1757-6334Published: 01.10.2022Published in Journal of bioinformatics and computational biology (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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GenoDrawing: An Autoencoder Framework for Image Prediction from SNP Markers
ISSN: 2643-6515, 2643-6515Published: United States Science Partner Journals 2023Published 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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CAD-Skin: A Hybrid Convolutional Neural Network–Autoencoder Framework for Precise Detection and Classification of Skin Lesions and Cancer
ISSN: 2306-5354, 2306-5354Published: Switzerland MDPI AG 21.03.2025Published in Bioengineering (Basel) (21.03.2025)“… neural networks and autoencoders to improve the classification efficiency of skin cancer…”
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Transformer-Based Autoencoder Framework for Nonlinear Hyperspectral Anomaly Detection
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2024Published in IEEE transactions on geoscience and remote sensing (2024)“…Recently, the autoencoder (AE) has received significant attention in the hyperspectral anomaly detection task…”
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An autoencoder-based recommendation framework toward cold start problem: An autoencoder-based recommendation framework
ISSN: 0920-8542, 1573-0484Published: New York Springer US 01.01.2025Published 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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An Autoencoder Framework With Attention Mechanism for Cross-Domain Recommendation
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.06.2022Published 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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Cross-modal autoencoder framework learns holistic representations of cardiovascular state
ISSN: 2041-1723, 2041-1723Published: London Nature Publishing Group UK 28.04.2023Published 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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PepVAE: Variational Autoencoder Framework for Antimicrobial Peptide Generation and Activity Prediction
ISSN: 1664-302X, 1664-302XPublished: Frontiers Media S.A 30.09.2021Published in Frontiers in microbiology (30.09.2021)“… Here, we report a peptide generation framework, PepVAE, based around variational autoencoder (VAE…”
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A memory pool variational autoencoder framework for cross-domain recommendation
ISSN: 0957-4174, 1873-6793Published: Elsevier Ltd 01.05.2024Published 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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A Twice Denoising Autoencoder Framework for Random Seismic Noise Attenuation
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2023Published in IEEE transactions on geoscience and remote sensing (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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A Shallow Autoencoder Framework for Epileptic Seizure Detection in EEG Signals
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 01.04.2023Published 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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Autoencoder framework based on orthogonal projection constraints improves anomalies detection
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 25.08.2021Published 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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ESAE-SDA: ensemble sparse autoencoder framework for epigenomics-informed snoRNA-disease associations prediction
ISSN: 1471-2105, 1471-2105Published: London BioMed Central 31.10.2025Published 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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Generating Accurate and Diverse Audio Captions Through Variational Autoencoder Framework
ISSN: 1070-9908, 1558-2361Published: New York IEEE 2024Published 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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ESAE-SDA: ensemble sparse autoencoder framework for epigenomics-informed snoRNA-disease associations prediction
ISSN: 1471-2105, 1471-2105Published: BioMed Central Ltd 31.10.2025Published 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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Adaptive Temperature-Driven Ternary Contrastive Autoencoder Framework for Hyperspectral Target Detection
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2025Published in IEEE transactions on geoscience and remote sensing (2025)“… To address the above issues, we propose an adaptive temperature-driven ternary contrastive autoencoder (ATTCA…”
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BiAEImpute: a robust bidirectional autoencoder framework for High-fidelity dropout imputation in single-cell transcriptomics
ISSN: 1471-2164, 1471-2164Published: London BioMed Central 26.09.2025Published 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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A Joint Multiscale Graph Attention and Classify-Driven Autoencoder Framework for Hyperspectral Unmixing
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2025Published in IEEE transactions on geoscience and remote sensing (2025)“… Therefore, this article develops a joint multiscale graph attention and classify-driven autoencoder (MSGA-CD) framework for HU…”
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