Search Results - "stacked autoencoder (SAE)"
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Classification of autistic subjects employing modified volume local binary pattern (MVLBP) and stacked Autoencoder (SAE) on functional magnetic resonance imaging (fMRI)
ISSN: 1573-7721, 1380-7501, 1573-7721Published: New York Springer US 01.06.2025Published in Multimedia tools and applications (01.06.2025)“… The object of the proposed research is to automatically classify autistic subjects utilizing fMRI with high degree of accuracy…”
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An integrated deep learning model for motor intention recognition of multi-class EEG Signals in upper limb amputees
ISSN: 0169-2607, 1872-7565, 1872-7565Published: Ireland Elsevier B.V 01.07.2021Published in Computer methods and programs in biomedicine (01.07.2021)“…•Proposed an integrated deep learning model for recognition of multiple classes of motor intention tasks from raw EEG signals acquired from trans-humeral…”
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Improving Performance of Devanagari Script Input-Based P300 Speller Using Deep Learning
ISSN: 0018-9294, 1558-2531, 1558-2531Published: United States IEEE 01.11.2019Published in IEEE transactions on biomedical engineering (01.11.2019)“… For this, two proven deep learning algorithms, stacked autoencoder (SAE) and deep…”
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Learning deep multi-manifold structure feature representation for quality prediction with an industrial application
ISSN: 1551-3203Published: IEEE 23.11.2021Published in IEEE transactions on industrial informatics (23.11.2021)“… subject to different distributions, which means there exist different manifold structures under broad operations…”
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The research of sleep staging based on single-lead electrocardiogram and deep neural network
ISSN: 2093-9868, 2093-985X, 2093-985XPublished: Korea The Korean Society of Medical and Biological Engineering 01.02.2018Published in Biomedical engineering letters (01.02.2018)“…The polysomnogram (PSG) analysis is considered the golden standard for sleep staging under the clinical environment. The electroencephalogram (EEG) signal is…”
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EEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation
ISSN: 2356-6140, 1537-744X, 1537-744XPublished: Cairo, Egypt Hindawi Publishing Corporation 01.01.2014Published in TheScientificWorld (01.01.2014)“… The DLN is implemented with a stacked autoencoder (SAE) using hierarchical feature learning approach…”
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Stacked autoencoder with novel integrated activation functions for the diagnosis of autism spectrum disorder
ISSN: 0941-0643, 1433-3058Published: London Springer London 01.08.2023Published in Neural computing & applications (01.08.2023)“…) of autism screening. In the proposed work, two novel integrated activation functions such as Li-ReLU and S-RReLU are developed to aid in the classification of autistic subjects and typical controls (TC…”
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Automatic tissue characterization of air trapping in chest radiographs using deep neural networks
ISSN: 1557-170X, 2694-0604, 2694-0604Published: United States IEEE 01.08.2016Published in 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01.08.2016)“… In this work, we present a stacked autoencoder (SAE) deep learning architecture for automated…”
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Conference Proceeding Journal Article -
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SAE-based classification of school-aged children with autism spectrum disorders using functional magnetic resonance imaging
ISSN: 1380-7501, 1573-7721Published: New York Springer US 01.09.2018Published in Multimedia tools and applications (01.09.2018)“… subject’s dataset was decomposed into 30 independent components (IC). Secondly, some key ICs were selected and inputted into a stacked autoencoder (SAE…”
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Classification of Silent Speech in English and Bengali Languages Using Stacked Autoencoder
ISSN: 2661-8907, 2662-995X, 2661-8907Published: Singapore Springer Nature Singapore 22.07.2022Published in SN computer science (22.07.2022)“…The purpose of a brain–computer interface (BCI) is to enhance or support the normal functions of disabled people, and as such, BCIs have been utilized for a…”
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Learning Deep Multimanifold Structure Feature Representation for Quality Prediction With an Industrial Application
ISSN: 1551-3203, 1941-0050Published: Piscataway The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 01.09.2022Published in IEEE transactions on industrial informatics (01.09.2022)“… subject to different distributions, which means there exist different manifold structures under broad operations…”
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Electroencephalograph-Based Hand Movement Pattern Recognition for Prosthetic Robot Control Using a Combination of Long Short-Term Memory and Stacked Autoencoder Methods
Published: IEEE 19.11.2024Published in 2024 IEEE International Conference on Smart Mechatronics (ICSMech) (19.11.2024)“…) and Stacked Autoencoder (SAE) architecture based on EEG signals. Offline tests were conducted by adjusting various parameters on LSTM and SAE, achieving an average accuracy of 99.89…”
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Conference Proceeding -
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Attention-stacking adaptive fuzzy neural networks for autism diagnosis
ISSN: 2156-1133Published: IEEE 03.12.2024Published in Proceedings (IEEE International Conference on Bioinformatics and Biomedicine) (03.12.2024)“…) fuzzy system, a Stacked Autoencoder (SAE), and a Transformer. This integration aims to reduce the impact of uncertainty factors, enhance the model's interpretability…”
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Conference Proceeding -
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Human action recognition with deep learning and structural optimization using a hybrid heuristic algorithm
ISSN: 1386-7857, 1573-7543Published: New York Springer US 01.12.2020Published in Cluster computing (01.12.2020)“… Employed classification methods and data types are of crucial importance on HAR performance. In this paper, sensor data based activity recognition is performed using stacked autoencoders (SAE…”
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Motor Imagery EEG Signal Classification Using Deep Learning for Brain Computer Interfaces
ISBN: 9798346500957Published: ProQuest Dissertations & Theses 01.01.2017“… Convolutional Neural Networks (CNN) and Stacked Autoencoders (SAE) networks were investigated for MI EEG classification…”
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Dissertation -
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Stacked Autoencoders for the P300 Component Detection
ISSN: 1662-453X, 1662-4548, 1662-453XPublished: Switzerland Frontiers Research Foundation 30.05.2017Published in Frontiers in neuroscience (30.05.2017)“…Novel neural network training methods (commonly referred to as deep learning) have emerged in recent years. Using a combination of unsupervised pre-training…”
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A multimodal computer‐aided diagnostic system for precise identification of renal allograft rejection: Preliminary results
ISSN: 0094-2405, 2473-4209, 2473-4209Published: United States 01.06.2020Published in Medical physics (Lancaster) (01.06.2020)“…Purpose Early assessment of renal allograft function post‐transplantation is crucial to minimize and control allograft rejection. Biopsy — the gold standard —…”
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