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  1. 1

    Pilots' Fatigue Status Recognition Using Deep Contractive Autoencoder Network by Wu, Edmond Q., Peng, X. Y., Zhang, Caizhi Z., Lin, J. X., Sheng, Richard S. F.

    ISSN: 0018-9456, 1557-9662
    Published: New York IEEE 01.10.2019
    “…The evaluation of pilots' fatigue status is of substantial significance in aviation safety, which faces two major issues. They are how to get the fatigue…”
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    Journal Article
  2. 2

    Improved network intrusion classification with attention-assisted bidirectional LSTM and optimized sparse contractive autoencoders by Bi, Jing, Guan, Ziyue, Yuan, Haitao, Zhang, Jia

    ISSN: 0957-4174, 1873-6793
    Published: Elsevier Ltd 15.06.2024
    Published in Expert systems with applications (15.06.2024)
    “… SABD integrates Stacked sparse contractive autoencoders (SSCA), Attention-based Bidirectional long-term and short-term memory (LSTM…”
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    Journal Article
  3. 3

    Deep embedding clustering based on contractive autoencoder by Diallo, Bassoma, Hu, Jie, Li, Tianrui, Khan, Ghufran Ahmad, Liang, Xinyan, Zhao, Yimiao

    ISSN: 0925-2312
    Published: Elsevier B.V 14.04.2021
    Published in Neurocomputing (Amsterdam) (14.04.2021)
    “… To that end, we first introduce Contractive Autoencoders. Then we propose a deep embedding clustering framework based on contractive autoencoder (DECCA…”
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    Journal Article
  4. 4

    Online spike sorting via deep contractive autoencoder by Radmanesh, Mohammadreza, Rezaei, Ahmad Asgharian, Jalili, Mahdi, Hashemi, Alireza, Goudarzi, Morteza Moazami

    ISSN: 0893-6080, 1879-2782, 1879-2782
    Published: Elsevier Ltd 01.11.2022
    Published in Neural networks (01.11.2022)
    “…Spike sorting – the process of separating spikes from different neurons – is often the first and most critical step in the neural data analysis pipeline…”
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    Journal Article
  5. 5

    Deep Learning and Superpixel Feature Extraction Based on Contractive Autoencoder for Change Detection in SAR Images by Lv, Ning, Chen, Chen, Qiu, Tie, Sangaiah, Arun Kumar

    ISSN: 1551-3203, 1941-0050
    Published: Piscataway IEEE 01.12.2018
    “… In this paper, a feature learning method using a stacked contractive autoencoder (sCAE) is presented to extract the temporal change feature from superpixel with noise suppression…”
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    Journal Article
  6. 6

    An automatic and robust features learning method for rotating machinery fault diagnosis based on contractive autoencoder by Shen, Changqing, Qi, Yumei, Wang, Jun, Cai, Gaigai, Zhu, Zhongkui

    ISSN: 0952-1976, 1873-6769
    Published: Elsevier Ltd 01.11.2018
    “… Contractive autoencoder (CAE) is a potential tool to grasp the internal factors and directly obtain the hidden robust features by penalizing the Frobenius norm of the Jacobian matrix of the hidden…”
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    Journal Article
  7. 7

    Zero-day Ransomware Attack Detection using Deep Contractive Autoencoder and Voting based Ensemble Classifier by Zahoora, Umme, Rajarajan, Muttukrishnan, Pan, Zahoqing, Khan, Asifullah

    ISSN: 0924-669X, 1573-7497
    Published: New York Springer US 01.09.2022
    “… (IS). In this regard, this work presents a new Deep Contractive Autoencoder based Attribute Learning (DCAE-ZSL…”
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    Journal Article
  8. 8

    Fusing deep and hand-crafted features by deep canonically correlated contractive autoencoder for offline signature verification by Zhao, Xingbiao, Zheng, Lidong, Yuan, Panli, Zheng, Yuchen

    ISSN: 0031-3203
    Published: Elsevier Ltd 01.12.2025
    Published in Pattern recognition (01.12.2025)
    “…Handwritten signatures are currently the most widely used and recognized form of identity authorization, which is a significant way for individuals to express…”
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    Journal Article
  9. 9

    XAInomaly: Explainable and interpretable Deep Contractive Autoencoder for O-RAN traffic anomaly detection by Basaran, Osman Tugay, Dressler, Falko

    ISSN: 1389-1286
    Published: Elsevier B.V 01.04.2025
    “…Generative Artificial Intelligence (AI) techniques have become integral part in advancing next generation wireless communication systems by enabling…”
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    Journal Article
  10. 10

    Learning 3D faces from 2D images via Stacked Contractive Autoencoder by Zhang, Jian, Li, Ke, Liang, Yun, Li, Na

    ISSN: 0925-2312, 1872-8286
    Published: Elsevier B.V 27.09.2017
    Published in Neurocomputing (Amsterdam) (27.09.2017)
    “… the counterpart feature. During the course of training, we learn 2D and 3D subspaces through Stacked Contractive Autoencoders (SCAE…”
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    Journal Article
  11. 11

    Multimodal video classification with stacked contractive autoencoders by Liu, Yanan, Feng, Xiaoqing, Zhou, Zhiguang

    ISSN: 0165-1684, 1872-7557
    Published: Elsevier B.V 01.03.2016
    Published in Signal processing (01.03.2016)
    “…, stacked contractive autoencoders) for video classification. Considering the three modalities in video, i.e…”
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    Journal Article
  12. 12

    Zero-day attack detection with a Dynamic-Weighted Contractive Autoencoder and GAN-based evaluation by Singha, M. Franckie, Patgiri, Ripon, Shamsi, Zeba, Singh, Laiphrakpam Dolendro

    ISSN: 0045-7906
    Published: Elsevier Ltd 01.12.2025
    Published in Computers & electrical engineering (01.12.2025)
    “… This research proposes a novel method for zero-day attacks with an adaptive loss-based Dynamic-Weighted Contractive Autoencoder (DW-CAE…”
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    Journal Article
  13. 13

    A deep contractive autoencoder for solving multiclass classification problems by Aamir, Muhammad, Mohd Nawi, Nazri, Wahid, Fazli, Mahdin, Hairulnizam

    ISSN: 1864-5909, 1864-5917
    Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.12.2021
    Published in Evolutionary intelligence (01.12.2021)
    “…Contractive auto encoder (CAE) is on of the most robust variant of standard Auto Encoder (AE…”
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    Journal Article
  14. 14

    Robust feature learning using contractive autoencoders for multi-omics clustering in cancer subtyping by Guo, Mengke, Ye, Xiucai, Huang, Dong, Sakurai, Tetsuya

    ISSN: 1046-2023, 1095-9130, 1095-9130
    Published: United States Elsevier Inc 01.01.2025
    Published in Methods (San Diego, Calif.) (01.01.2025)
    “…•We propose a novel multi-omics framework using contractive autoencoder for robust feature extraction…”
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    Journal Article
  15. 15

    Small Target Detection in a Radar Surveillance System Using Contractive Autoencoders by Wagner, Simon, Johannes, Winfried, Qosja, Denisa, Bruggenwirth, Stefan

    ISSN: 0018-9251, 1557-9603
    Published: New York IEEE 01.02.2024
    “…With the rapid development of unpiloted aerial vehicles (UAVs), also known as drones, in recent years, the need for surveillance systems that are able to…”
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    Journal Article
  16. 16

    Denoising-Contractive Autoencoder for Robust Device-Free Occupancy Detection by Ng, Pai Chet, She, James

    ISSN: 2327-4662, 2327-4662
    Published: Piscataway IEEE 01.12.2019
    Published in IEEE internet of things journal (01.12.2019)
    “… To this end, we propose denoising-contractive autoencoder (DCAE) to jointly deal with these two issues, by learning a robust fingerprint prior to device-free occupancy detection…”
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    Journal Article
  17. 17

    IUAutoTimeSVD++: A Hybrid Temporal Recommender System Integrating Item and User Features Using a Contractive Autoencoder by Azri, Abdelghani, Haddi, Adil, Allali, Hakim

    ISSN: 2078-2489, 2078-2489
    Published: Basel MDPI AG 01.04.2024
    Published in Information (Basel) (01.04.2024)
    “… Our model utilizes a contractive autoencoder…”
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    Journal Article
  18. 18

    Leveraging Contractive Autoencoders for Time-Efficient Rare Cyberattack Detection by Danasabe, Abubakar, Kaleem, Zeeshan, Muhammad, Afaq, El-Maleh, Aiman, Yuen, Chau, Jamalipour, Abbas

    ISSN: 2577-2465
    Published: IEEE 17.06.2025
    Published in IEEE Vehicular Technology Conference (17.06.2025)
    “… The Single-Layer Contractive Autoencoder (SLCAE) ensures efficient data representation by minimizing redundancy while preserving critical attack patterns…”
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    Conference Proceeding
  19. 19

    Software Defect Prediction Based on Stacked Contractive Autoencoder and Multi-objective Optimization by Zhang, Nana, Zhu, Kun, Ying, Shi, Wang, Xu

    ISSN: 1546-2226, 1546-2218, 1546-2226
    Published: Henderson Tech Science Press 01.01.2020
    Published in Computers, materials & continua (01.01.2020)
    “…—Stacked Contractive AutoEncoder (SCAE) to extract the robust deep semantic features from the original defect features, which has stronger discrimination capacity for different classes…”
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    Journal Article
  20. 20

    Hyperspectral Image Classification Based on Stacked Contractive Autoencoder Combined With Adaptive Spectral-Spatial Information by Guo, Pengyue, Liu, Zhenbing, Lu, Haoxiang, Wang, Zimin

    ISSN: 2169-3536, 2169-3536
    Published: Piscataway IEEE 2021
    Published in IEEE access (2021)
    “… To address these issues, in this paper, we propose an alternative HSI classification method based on the stacked contractive autoencoder (SCAE…”
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    Journal Article