Search Results - Semi-supervised autoencoder
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Semi‐supervised deep autoencoder for seismic facies classification
ISSN: 0016-8025, 1365-2478Published: Houten Wiley Subscription Services, Inc 01.07.2021Published in Geophysical Prospecting (01.07.2021)“…‐supervised deep autoencoder by taking the mean of intra‐class and the whole population of facies into account to construct a classification regularization term, thereby improving the classification accuracy…”
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Synthetic Aperture Local Conformal Autoencoder for Semi-Supervised Speaker's DOA Tracking
ISSN: 2998-4173, 2998-4173Published: IEEE 2025Published in IEEE Transactions on Audio, Speech and Language Processing (2025)“… We aim to achieve this in real-time, using as few measurements as possible. Toward this goal, we present a semi-supervised learning scheme that tracks the speaker using acoustic features…”
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Fault diagnosis of power equipment based on variational autoencoder and semi‐supervised learning
ISSN: 1532-0626, 1532-0634Published: Hoboken Wiley Subscription Services, Inc 10.09.2024Published in Concurrency and computation (10.09.2024)“…) method based on variational autoencoder and semi‐supervised learning is proposed in this paper…”
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A semi-supervised autoencoder for autism disease diagnosis
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 28.04.2022Published in Neurocomputing (Amsterdam) (28.04.2022)“… In this paper, we proposed a semi-supervised autoencoder (AE) for autism diagnosis using functional connectivity (FC…”
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Improved semi-supervised autoencoder for deception detection
ISSN: 1932-6203, 1932-6203Published: United States Public Library of Science 08.10.2019Published in PloS one (08.10.2019)“… To solve this problem, this paper proposes a semi-supervised additive noise autoencoder model for deception detection…”
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Semi-Supervised Autoencoder for Chemical Gas Classification with FTIR Spectrum
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 03.06.2024Published in Sensors (Basel, Switzerland) (03.06.2024)“… In this paper, we propose a deep neural network utilizing a semi-supervised autoencoder (SSAE) for the classification of chemical gases based on FTIR spectra…”
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Stacked Autoencoders Driven by Semi-Supervised Learning for Building Extraction from near Infrared Remote Sensing Imagery
ISSN: 2072-4292, 2072-4292Published: MDPI AG 01.02.2021Published in Remote sensing (Basel, Switzerland) (01.02.2021)“…In this paper, we propose a Stack Auto-encoder (SAE)-Driven and Semi-Supervised (SSL)-Based Deep Neural Network…”
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A Semi-Supervised Autoencoder-Based Approach for Protein Function Prediction
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 01.10.2022Published in IEEE journal of biomedical and health informatics (01.10.2022)“… A set of autoencoders is trained in a semi-supervised manner with protein sequences. Each autoencoder corresponds to a single protein function…”
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A hybrid classification autoencoder for semi-supervised fault diagnosis in rotating machinery
ISSN: 0888-3270, 1096-1216Published: Berlin Elsevier Ltd 15.02.2021Published in Mechanical systems and signal processing (15.02.2021)“…•A novel semi-supervised fault diagnosis method is proposed.•The model can be trained using both labeled and unlabeled data simultaneously…”
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scSSA: A clustering method for single cell RNA-seq data based on semi-supervised autoencoder
ISSN: 1046-2023, 1095-9130, 1095-9130Published: Elsevier Inc 01.12.2022Published in Methods (San Diego, Calif.) (01.12.2022)“…•In this study, We proposed to use semi-supervised autoencoder to reduce the dimension of data, because it makes good use of some existing label information…”
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A semi-supervised autoencoder framework for joint generation and classification of breathing
ISSN: 0169-2607, 1872-7565, 1872-7565Published: Elsevier B.V 01.09.2021Published in Computer methods and programs in biomedicine (01.09.2021)“…•A novel semi-supervised algorithm based on Adversarial Autoencoders that allows joint classification and generation of breathing…”
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Stacked semi-supervised autoencoder-regularized RVFLNs for reliable prediction of molten iron quality in blast furnace
ISSN: 0941-0643, 1433-3058Published: London Springer London 01.06.2025Published in Neural computing & applications (01.06.2025)“…This paper proposes a novel stacked semi-supervised autoencoder-regularized random vector functional-link networks (RVFLNs…”
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Mental workload recognition from EEG signals via semi-supervised autoencoders
ISSN: 1025-5842, 1476-8259, 1476-8259Published: England 04.07.2025Published in Computer methods in biomechanics and biomedical engineering (04.07.2025)“… To address this, we propose semi-supervised autoencoders that combine labeled and abundant unlabeled data…”
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Explaining anomalies through semi-supervised Autoencoders
ISSN: 2590-0056, 2590-0056Published: Elsevier Inc 01.12.2025Published in Array (New York) (01.12.2025)“…://github.com/AIDALab-DIMES/AE-XAD. (for AutoEncoder-based eXplainable Anomaly Detection), extends a recently introduced semi-supervised variant of the Autoencoder architecture…”
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Customization of latent space in semi-supervised Variational AutoEncoder
ISSN: 0167-8655Published: 01.01.2024Published in Pattern recognition letters (01.01.2024)Get full text
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Tibetan Sentiment Classification Method Based on Semi-Supervised Recursive Autoencoders
ISSN: 1546-2226, 1546-2218, 1546-2226Published: Henderson Tech Science Press 2019Published in Computers, materials & continua (2019)“…We apply the semi-supervised recursive autoencoders (RAE) model for the sentiment classification task of Tibetan short text, and we obtain a better classification effect…”
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A fingerprint technique for indoor localization using autoencoder based semi-supervised deep extreme learning machine
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.04.2021Published in Signal processing (01.04.2021)“…•Using unlabeled data to encourage more participant in crowd-sensing process.•Decreasing the complexity and improving the accuracy.•Real test in addition to…”
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Self-Supervised Learning Meets Custom Autoencoder Classifier: A Semi-Supervised Approach for Encrypted Traffic Anomaly Detection
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2025Published in IEEE access (2025)“… In this paper, we propose a semi-supervised learning framework that leverages Self-Supervised Learning (SSL…”
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SeGMA: Semi-Supervised Gaussian Mixture Autoencoder
ISSN: 2162-237X, 2162-2388, 2162-2388Published: Piscataway IEEE 01.09.2021Published in IEEE transaction on neural networks and learning systems (01.09.2021)“…We propose a semi-supervised generative model, SeGMA, which learns a joint probability distribution of data and their classes and is implemented in a typical Wasserstein autoencoder framework…”
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Exploring semi-supervised variational autoencoders for biomedical relation extraction
ISSN: 1046-2023, 1095-9130, 1095-9130Published: United States Elsevier Inc 15.08.2019Published in Methods (San Diego, Calif.) (15.08.2019)“…•A semi-supervised method is proposed based on variational autoencoders (VAE) for biomedical relation extraction…”
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