Search Results - stacked sparse autoencoder data construction~
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Cost Prediction of Tunnel Construction Based on Interpretative Structural Model and Stacked Sparse Autoencoder
ISSN: 1816-093X, 1816-0948Published: Hong Kong International Association of Engineers 01.10.2024Published in Engineering letters (01.10.2024)“… Recently, the machine learning technique offers an accurate and efficient method for forecasting construction expenses, introducing a novel approach to cost accounting other than conventional calculation techniques…”
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Building Extraction Based on an Optimized Stacked Sparse Autoencoder of Structure and Training Samples Using LIDAR DSM and Optical Images
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 24.08.2017Published in Sensors (Basel, Switzerland) (24.08.2017)“…In this paper, a building extraction method is proposed based on a stacked sparse autoencoder with an optimized structure and training samples…”
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Stacked sparse autoencoder networks and statistical shape models for automatic staging of distal femur trochlear dysplasia
ISSN: 1478-5951, 1478-596X, 1478-596XPublished: England Wiley Subscription Services, Inc 01.12.2018Published in The international journal of medical robotics + computer assisted surgery (01.12.2018)“…), able to represent the individual morphology of the trochlea by means of a set of parameters and stacked sparse autoencoder (SSPA…”
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Research on Deep Adaptive Clustering Method Based on Stacked Sparse Autoencoders for Concrete Truck Mixers Driving Conditions
ISSN: 2032-6653, 2032-6653Published: Basel MDPI AG 15.10.2025Published in World electric vehicle journal (15.10.2025)“… Then, stacked sparse autoencoders (SSAE) are employed to extract deep features from normalized driving data…”
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Enhancing breast cancer classification using a deep sparse wavelet autoencoder approach
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 19.07.2025Published in Scientific reports (19.07.2025)“…). The key innovation of our method lies in its construction: DSWAE combines stacked wavelet autoencoders to create a robust model specifically designed for differentiating between distinct categories in 2D breast cancer image datasets…”
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Active Transfer Learning Network: A Unified Deep Joint Spectral-Spatial Feature Learning Model for Hyperspectral Image Classification
ISSN: 0196-2892, 1558-0644Published: New York IEEE 01.03.2019Published in IEEE transactions on geoscience and remote sensing (01.03.2019)“… More specifically, deep joint spectral-spatial feature is first extracted through hierarchical stacked sparse autoencoder (SSAE) networks…”
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Rock mass type prediction for tunnel boring machine using a novel semi-supervised method
ISSN: 0263-2241, 1873-412XPublished: London Elsevier Ltd 01.07.2021Published in Measurement : journal of the International Measurement Confederation (01.07.2021)“…•A set of data preprocessing methods is proposed for the cleaning of the big machine data…”
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scIAE: an integrative autoencoder-based ensemble classification framework for single-cell RNA-seq data
ISSN: 1467-5463, 1477-4054, 1477-4054Published: England Oxford University Press 17.01.2022Published in Briefings in bioinformatics (17.01.2022)“… Since single-cell gene expression data are high-dimensional and sparse with dropouts, we propose scIAE, an integrative autoencoder-based ensemble classification framework, to firstly perform multiple…”
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An automatic and integrated self-diagnosing system for the silting disease of drainage pipelines based on SSAE-TSNE and MS-LSTM
ISSN: 0886-7798, 1878-4364Published: Elsevier Ltd 01.06.2023Published in Tunnelling and underground space technology (01.06.2023)“…•Siltation diagnosing systems of drainage pipes cannot achieve full coverage.•Generative adversarial network solves the small data sample problem…”
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A novel modulation classification method in cognitive radios using higher-order cumulants and denoising stacked sparse autoencoder
Published: Asia Pacific Signal and Information Processing Association 01.12.2016Published in 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA) (01.12.2016)“… We use Stacked Denoising Sparse Autoencoder as a classifier for single-carrier modulation classification…”
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Conference Proceeding -
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A Distributed Anomaly Detection Method of Operation Energy Consumption Using Smart Meter Data
Published: IEEE 01.09.2015Published in 2015 International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP) (01.09.2015)“… An IOT-based distributed structure is implemented to execute data interaction. Stacked sparse autoencoder is used to extract the high-level representation from massive monitoring data acquired automatically from actual smart meter network…”
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Conference Proceeding -
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Health Status Assessment of Diesel Engine Valve Clearance Based on BFA-BOA-VMD Adaptive Noise Reduction and Multi-Channel Information Fusion
ISSN: 1424-8220, 1424-8220Published: Basel MDPI AG 24.10.2022Published in Sensors (Basel, Switzerland) (24.10.2022)“…Regarding the problem of the valve gap health status being difficult to assess due to the complex composition of the condition monitoring signal during the…”
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Deep Learning Role in Early Diagnosis of Prostate Cancer
ISSN: 1533-0346, 1533-0338, 1533-0338Published: Los Angeles, CA SAGE Publications 01.01.2018Published in Technology in cancer research & treatment (01.01.2018)“… of those apparent diffusion coefficients using a generalized Gaussian Markov random field model. Then, construction of the cumulative…”
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Improving the second-tier classification of methylmalonic acidemia patients using a machine learning ensemble method
ISSN: 1708-8569, 1867-0687, 1867-0687Published: Singapore Springer Nature Singapore 01.10.2024Published in World journal of pediatrics : WJP (01.10.2024)“… We utilized mass spectrometry-based features consisting of 11 amino acids and 31 carnitines derived from dried blood samples of neonatal patients, followed by additional ratio feature construction…”
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A Deep Transfer NOx Emission Inversion Model of Diesel Vehicles with Multisource External Influence
ISSN: 0197-6729, 2042-3195Published: London Hindawi 30.12.2021Published in Journal of advanced transportation (30.12.2021)“…By installing on-board diagnostics (OBD) on tested vehicles, the after-treatment exhaust emissions can be monitored in real time to construct driving cycle-based emission models, which can provide data support for the construction…”
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Active Transfer Learning Network: A Unified Deep Joint Spectral-Spatial Feature Learning Model For Hyperspectral Image Classification
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 04.04.2019Published in arXiv.org (04.04.2019)“… More specifically, deep joint spectral-spatial feature is first extracted through hierarchical stacked sparse autoencoder (SSAE) networks…”
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