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Support vector machines

Simulation study to evaluate when Plasmode simulation is superior to parametric simulation in comparing classification methods on high-dimensional data

Marieke Stolte, Nicholas Schreck, Alla Slynko, Maral Saadati, Axel Benner, Jörg Rahnenführer, Andrea Bommert, for the topic group “High-dimensional data” (TG9) of the STRATOS Initiative

published 02 Jun 2025

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EODA: A three-stage efficient outlier detection approach using Boruta-RF feature selection and enhanced KNN-based clustering algorithm

Sunil Kumar, Sudeep Varshney, Usha Jain, Prashant Johri, Abdulaziz S. Almazyad, Ali Wagdy Mohamed, Mehdi Hosseinzadeh, Mohammad Shokouhifar

published 30 May 2025

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GDFGAT: Graph attention network based on feature difference weight assignment for telecom fraud detection

An Tong, Bochao Chen, Zhe Wang, Jiawei Gao, Chi Kin Lam

published 30 May 2025

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Segmentation-based deep 2D-3D multibranch learning approach for effective hyperspectral image classification

Tanver Ahmed, Adiba Mahjabin Nitu, Masud Ibn Afjal, Md Abdulla Al Mamun, Md Palash Uddin

published 30 May 2025

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T-RippleGNN: Predicting traffic flow through ripple propagation with attentive graph neural networks

Anning Ji, Xintao Ma

published 28 May 2025

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Assessing ML classification algorithms and NLP techniques for depression detection: An experimental case study

Giuliano Lorenzoni, Cristina Tavares, Nathalia Nascimento, Paulo Alencar, Donald Cowan

published 28 May 2025

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Advancing malware imagery classification with explainable deep learning: A state-of-the-art approach using SHAP, LIME and Grad-CAM

Sadia Nazim, Muhammad Mansoor Alam, Syed Safdar Rizvi, Jawahir Che Mustapha, Syed Shujaa Hussain, Mazliham Mohd Suud

published 28 May 2025

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Innovative novel regularized memory graph attention capsule network for financial fraud detection

Xiangting Shi, Xiaochen Wang, Yakang Zhang, Xiaoyi Zhang, Manning Yu, Lihao Zhang

published 28 May 2025

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Multi-convolutional neural networks for cotton disease detection using synergistic deep learning paradigm

Afira Aslam, Syed Muhammad Usman, Muhammad Zubair, Amanullah Yasin, Muhammad Owais, Irfan Hussain

published 27 May 2025

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A lithium-ion batteries SOH estimation method based on extracting new features during the constant voltage charging stage and improving BPNN

Yanhua Xian, Mingyang Li, Jiayin Huang

published 23 May 2025

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Advanced heart disease classification based on multi-channel heart sound coupling features

Yu Fang, Dongbo Liu, Zijian Guo, Hongxia Leng, Xing Liu, Xiaochen Wu

published 23 May 2025

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Detecting eavesdropping nodes in the power Internet of Things based on Kolmogorov-Arnold networks

Rong Wang, Weibin Jiang, Yanjin Shen, Qiqing Yue, Kan-Lin Hsiung

published 23 May 2025

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Virtual sample based techniques using deep features for SSPP face recognition in unconstrained environment

Muhammad Tariq Siddique, Ibrahim Venkat, Humera Farooq, Sharul Tajuddin, S. H. Shah Newaz

published 22 May 2025

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