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    Research on filter-based adversarial feature selection against evasion attacks by Qimeng HUANG, Miaomiao WU, Yun LI

    Published 2023-07-01
    “…With the rapid development and widespread application of machine learning technology, its security has attracted increasing attention, leading to a growing interest in adversarial machine learning.In adversarial scenarios, machine learning techniques are threatened by attacks that manipulate a small number of samples to induce misclassification, resulting in serious consequences in various domains such as spam detection, traffic signal recognition, and network intrusion detection.An evaluation criterion for filter-based adversarial feature selection was proposed, based on the minimum redundancy and maximum relevance (mRMR) method, while considering security metrics against evasion attacks.Additionally, a robust adversarial feature selection algorithm was introduced, named SDPOSS, which was based on the decomposition-based Pareto optimization for subset selection (DPOSS) algorithm.SDPOSS didn’t depend on subsequent models and effectively handles large-scale high-dimensional feature spaces.Experimental results demonstrate that as the number of decompositions increases, the runtime of SDPOSS decreases linearly, while achieving excellent classification performance.Moreover, SDPOSS exhibits strong robustness against evasion attacks, providing new insights for adversarial machine learning.…”
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    Research trends on digital detox holiday: a bibliometric analysis, 2012-2020 by Meltem Altinay Ozdemir, Levent Selman Goktas

    Published 2021-07-01
    “…The addiction problem associated with the overuse of technology has spread to tourism, with recent literature suggesting that tourists may want “disconnection” while traveling. …”
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    A BERT-BiGRU-CRF Model for Entity Recognition of Chinese Electronic Medical Records by Qiuli Qin, Shuang Zhao, Chunmei Liu

    Published 2021-01-01
    “…Because of difficulty processing the electronic medical record data of patients with cerebrovascular disease, there is little mature recognition technology capable of identifying the named entity of cerebrovascular disease. …”
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    Cardiac computed tomography for cardiac masses: a necessity or a luxury? by Imane Joudar, Siham Nasri, Imane Kamaoui, Imane Skiker

    Published 2025-02-01
    “…With continued advances in CT technology, the integration of this modality into routine clinical practice should improve the accuracy of diagnosis and management of cardiac masses, strengthening the essential role of cardiac CT as a vital component of contemporary cardiovascular imaging.…”
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    Abundant Exact Soliton Solutions of the (2+1)-Dimensional Heisenberg Ferromagnetic Spin Chain Equation Based on the Jacobi Elliptic Function Ideas by Qinghao Zhu, Jianming Qi

    Published 2022-01-01
    “…Moreover, the ferromagnetism plays a fundamental role in modern technology and industry and it is principal for many electrical and electromechanical devices such as generators, electric motors, and electromagnets. …”
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