Výsledky vyhledávání - supervised autoencoder
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Predicting non-linear stress–strain response of mesostructured cellular materials using supervised autoencoder
ISSN: 0045-7825Vydáno: United States Elsevier B.V 01.12.2024Vydáno v Computer methods in applied mechanics and engineering (01.12.2024)“…Recent breakthroughs in advanced manufacturing capabilities have made it possible to design and print sophisticated topologies of cellular structures using…”
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Bagging Supervised Autoencoder Classifier for credit scoring
ISSN: 0957-4174, 1873-6793Vydáno: Elsevier Ltd 01.03.2023Vydáno v Expert systems with applications (01.03.2023)“… To mitigate these challenges, in this paper, we propose the Bagging Supervised Autoencoder Classifier (BSAC…”
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Semi‐supervised deep autoencoder for seismic facies classification
ISSN: 0016-8025, 1365-2478Vydáno: Houten Wiley Subscription Services, Inc 01.07.2021Vydáno v 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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Pulmonary nodule diagnosis using dual‐modal supervised autoencoder based on extreme learning machine
ISSN: 0266-4720, 1468-0394Vydáno: Oxford Blackwell Publishing Ltd 01.12.2017Vydáno v Expert systems (01.12.2017)“…‐modal deep supervised autoencoder based on extreme learning machine for which discriminative features are automatically learnt from the input data…”
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A Supervised Variational Autoencoder for Incomplete Multi‐View Classification
ISSN: 0266-4720, 1468-0394Vydáno: 01.01.2026Vydáno v Expert systems (01.01.2026)“… Specifically, we design a supervised multi‐view variational autoencoder for missing view completion, which involves a Product of Experts (PoE…”
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A semi-supervised autoencoder for autism disease diagnosis
ISSN: 0925-2312, 1872-8286Vydáno: Elsevier B.V 28.04.2022Vydáno v 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, 1932-6203Vydáno: United States Public Library of Science 08.10.2019Vydáno v 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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Novel Stacked Input-Enhanced Supervised Autoencoder Integrated With Gated Recurrent Unit for Soft Sensing
ISSN: 0018-9456, 1557-9662Vydáno: New York IEEE 2022Vydáno v IEEE transactions on instrumentation and measurement (2022)“… In this article, a novel stacked input-enhanced supervised autoencoder (SISAE) integrated with gated recurrent unit (GRU) is proposed…”
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Self-supervised Variational Autoencoder for Unsupervised Object Counting from Very High-Resolution Satellite Imagery: Applications in Dwelling Extraction in FDP Settlement Areas
ISSN: 0196-2892, 1558-0644Vydáno: New York IEEE 01.01.2024Vydáno v IEEE transactions on geoscience and remote sensing (01.01.2024)“…In supervised learning, deep learning models demand a large corpus of annotated data for object detection and classification tasks…”
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Semi-Supervised Autoencoder for Chemical Gas Classification with FTIR Spectrum
ISSN: 1424-8220, 1424-8220Vydáno: Switzerland MDPI AG 03.06.2024Vydáno v 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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A Semi-Supervised Autoencoder-Based Approach for Protein Function Prediction
ISSN: 2168-2194, 2168-2208, 2168-2208Vydáno: United States IEEE 01.10.2022Vydáno v 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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Single Sample Face Recognition via Learning Deep Supervised Autoencoders
ISSN: 1556-6013, 1556-6021Vydáno: New York IEEE 01.10.2015Vydáno v IEEE transactions on information forensics and security (01.10.2015)“… Motivated by the success of deep learning in image representation, we propose a supervised autoencoder, which is a new type of building block for deep architectures…”
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A personalized classification model using similarity learning via supervised autoencoder
ISSN: 1568-4946, 1872-9681Vydáno: Elsevier B.V 01.12.2022Vydáno v Applied soft computing (01.12.2022)“… through a supervised autoencoder and calculates the similarity measure between observations in the transformed latent space…”
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Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder
ISSN: 2380-7504Vydáno: IEEE 01.10.2021Vydáno v Proceedings / IEEE International Conference on Computer Vision (01.10.2021)“… Specifically, we teach the model to capture broader variations of the feature distributions with a novel noise-enhanced supervised autoencoder (NSAE…”
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Konferenční příspěvek -
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Forward and inverse design of kirigami via supervised autoencoder
ISSN: 2643-1564, 2643-1564Vydáno: American Physical Society 12.10.2020Vydáno v Physical review research (12.10.2020)“… Here, we use a supervised autoencoder (SAE) to perform the inverse design of graphene kirigami, where predicting the ultimate stress or strain under tensile loading…”
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scSSA: A clustering method for single cell RNA-seq data based on semi-supervised autoencoder
ISSN: 1046-2023, 1095-9130, 1095-9130Vydáno: Elsevier Inc 01.12.2022Vydáno v 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 New Semi-Supervised Classification Method Using a Supervised Autoencoder for Biomedical Applications
ISSN: 2379-190XVydáno: IEEE 04.06.2023Vydáno v Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) (04.06.2023)“… In this paper, we present a new approach to solve semi-supervised classification tasks for biomedical applications, involving a supervised autoencoder network…”
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Context Autoencoder for Self-supervised Representation Learning
ISSN: 0920-5691, 1573-1405Vydáno: New York Springer US 01.01.2024Vydáno v International journal of computer vision (01.01.2024)“…We present a novel masked image modeling (MIM) approach, context autoencoder (CAE), for self-supervised representation pretraining…”
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Synthetic Aperture Local Conformal Autoencoder for Semi-Supervised Speaker's DOA Tracking
ISSN: 2998-4173, 2998-4173Vydáno: IEEE 2025Vydáno v 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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Fishing Gear Pattern Recognition by Including Supervised Autoencoder Dimensional Reduction
ISSN: 1545-598X, 1558-0571Vydáno: Piscataway IEEE 2022Vydáno v IEEE geoscience and remote sensing letters (2022)“… Thus, our main contribution is how we propose data processing by including a supervised autoencoder dimensional reduction (SA-DR…”
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