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2026	A comprehensive analysis of autoencoder variants for identification of multivariate geochemical anomalies linked to hydrothermal copper mineralization in Feizabad district, NE Iran Journal of African Earth Sciences Seyyed Ataollah Agha Seyyed Mirzabozorg, Mobin Saremi, Shirin Rasouli Pirouzian, Ramin DehghanNiri, Maysam Abedi
2025	2025 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pooja Puspita Priyadarshani, Janmenjoy Nayak, Pandit Byomakesha Dash
2025	USVDD: A one-class outlier detection method with imprecisely- observed data Applied Soft Computing Jingyu Liang, Jie Liu
2025	2025 IEEE 49th Annual Computers, Software, and Applications Conference (COMPSAC) Simone Albero, Tommaso Caiazzi, Stefano Iannucci, Paolo Merialdo, Riccardo Torlone
2025	2025 6th International Conference on Recent Advances in Information Technology (RAIT) Thavavel Vaiyapuri, Lana Alanazi, Rayanh Al-Hamdan, Wafa Alqahtani
2025	Enhancing Soundscape Characterization and Pattern Analysis Using Low-Dimensional Deep Embeddings on a Large-Scale Dataset Machine Learning and Knowledge Extraction Daniel Alexis Nieto Mora, Leonardo Duque-Muñoz, Juan David Martínez Vargas
2025	MACAE: memory module-assisted convolutional autoencoder for intrusion detection in IoT networks The Journal of Supercomputing Jiaqi Gao, Mingrui Fan, Yaru He, Daoqi Han, Yueming Lu, Yaojun Qiao
2024	2024 IEEE International Conference on Advanced Systems and Emergent Technologies (IC_ASET) BACHA Sawssen, LIOUANE Noureeddine
2024	2024 1st International Conference on Advances in Computing, Communication and Networking (ICAC2N) K Prabu, Vanitha A, R. Radhakrishnan, Rajakumar P, E. Thenmozhi, S. P. Ramesh
2024	Efficient Intrusion Detection System Data Preprocessing Using Deep Sparse Autoencoder with Differential Evolution IET Information Security Saranya N., Anandakumar Haldorai
2024	Supervised Representation Learning for Network Traffic With Cluster Compression IEEE Transactions on Sustainable Computing Xiaojuan Wang, Yu Zhang, Mingshu He, Shize Guo, Liu Yang
2024	A convolutional autoencoder architecture for robust network intrusion detection in embedded systems Journal of Systems Architecture Niccolò Borgioli, Federico Aromolo, Linh Thi Xuan Phan, Giorgio Buttazzo
2024	SALAD: A split active learning based unsupervised network data stream anomaly detection method using autoencoders Expert Systems with Applications Christopher Nixon, Mohamed Sedky, Justin Champion, Mohamed Hassan
2024	Optimizing IoT Intrusion Detection Using Balanced Class Distribution, Feature Selection, and Ensemble Machine Learning Techniques Sensors Muhammad Bisri Musthafa, Samsul Huda, Yuta Kodera, Md. Arshad Ali, Shunsuke Araki, Jedidah Mwaura, Yasuyuki Nogami
2024	An end-to-end intrusion detection system with IoT dataset using deep learning with unsupervised feature extraction International Journal of Information Security Yesi Novaria Kunang, Siti Nurmaini, Deris Stiawan, Bhakti Yudho Suprapto
2024	Anomaly Detection in Imbalanced Encrypted Traffic with Few Packet Metadata-Based Feature Extraction Computer Modeling in Engineering & Sciences Min-Gyu Kim, Hwankuk Kim
2024	2024 IEEE International Conference on Advanced Systems and Emergent Technologies (IC_ASET) BACHA Sawssen, LIOUANE Noureeddine
2023	Metaheuristics with federated learning enabled intrusion detection system in Internet of Things environment Expert Systems Thavavel Vaiyapuri, Shabbab Algamdi, Rajan John, Zohra Sbai, Munira Al‐Helal, Ahmed alkhayyat, Deepak Gupta
2023	Intrusion Detection System Based on One-Class Support Vector Machine and Gaussian Mixture Model Electronics Chao Wang, Yunxiao Sun, Sicai Lv, Chonghua Wang, Hongri Liu, Bailing Wang
2023	A Deep Learning Approach for Network Intrusion Detection Using a Small Features Vector Journal of Cybersecurity and Privacy Humera Ghani, Bal Virdee, Shahram Salekzamankhani
2023	Wrapper Based Linear Discriminant Analysis (LDA) for Intrusion Detection in IIoT Computer Systems Science and Engineering B. Yasotha, T. Sasikala, M. Krishnamurthy
2023	CONFERENCE ON MATHEMATICAL SCIENCES AND APPLICATIONS IN ENGINEERING: CMSAE-2021 G. Shobana, N. Raghavendra Sai
2022	2022 5th International Conference on Contemporary Computing and Informatics (IC3I) Balasaheb Bhamangol, Amit Kaiwade, Bhasker Pant, Arti Rana, Abhijeet Kaiwade, Atik Shaikh
2022	Unsupervised network traffic anomaly detection with deep autoencoders Logic Journal of the IGPL Vibekananda Dutta, Marek Pawlicki, Rafał Kozik, Michał Choraś
2022	Evolving anomaly detection for network streaming data Information Sciences Wang Xiaolan, Md Manjur Ahmed, Mohd Nizam Husen, Zhao Qian, Samir Brahim Belhaouari
2022	Malware detection framework based on graph variational autoencoder extracted embeddings from API-call graphs PeerJ Computer Science Hakan Gunduz
2022	Towards an Effective Intrusion Detection Model Using Focal Loss Variational Autoencoder for Internet of Things (IoT) Sensors Shapla Khanam, Ismail Ahmedy, Mohd Yamani Idna Idris, Mohamed Hisham Jaward
2022	XGBoost for Imbalanced Multiclass Classification-Based Industrial Internet of Things Intrusion Detection Systems Sustainability Thi-Thu-Huong Le, Yustus Eko Oktian, Howon Kim
2022	A novel hybrid-based approach of snort automatic rule generator and security event correlation (SARG-SEC) PeerJ Computer Science Ebrima Jaw, Xueming Wang
2022	An investigation and comparison of machine learning approaches for intrusion detection in IoMT network The Journal of Supercomputing Adel Binbusayyis, Haya Alaskar, Thavavel Vaiyapuri, M. Dinesh
2021	Enhanced Deep Autoencoder Based Feature Representation Learning for Intelligent Intrusion Detection System Computers, Materials & Continua Thavavel Vaiyapuri, Adel Binbusayyis
2021	Feature Selection and Ensemble-Based Intrusion Detection System: An Efficient and Comprehensive Approach Symmetry Ebrima Jaw, Xueming Wang
2021	A hybrid network intrusion detection using darwinian particle swarm optimization and stacked autoencoder hoeffding tree Mathematical Biosciences and Engineering B. Ida Seraphim, E. Poovammal, Kadiyala Ramana, Natalia Kryvinska, N. Penchalaiah
2021	Communications in Computer and Information Science Michal Dobrovolny, Jaroslav Langer, Ali Selamat, Ondrej Krejcar
2021	2021 1st International Conference on Artificial Intelligence and Data Analytics (CAIDA) Majd Khaled Almohsen, Renad khlief alonzi, Taif Hammad Alanazi, Shahad Nasser BinSaif, Maha Mohammed almujally
2021	Deep Learning Enabled Autoencoder Architecture for Collaborative Filtering Recommendation in IoT Environment Computers, Materials & Continua Thavavel Vaiyapuri
2021	A Step-Based Deep Learning Approach for Network Intrusion Detection Computer Modeling in Engineering & Sciences Yanyan Zhang, Xiangjin Ran
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