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    Comparative Analysis of Perturbation Techniques in LIME for Intrusion Detection Enhancement by Mantas Bacevicius, Agne Paulauskaite-Taraseviciene, Gintare Zokaityte, Lukas Kersys, Agne Moleikaityte

    Published 2025-02-01
    “…Our methodology improves the stability of different ML models trained on CIC-IDS datasets, enabling more meaningful and reliable explanations of model predictions. …”
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    Harnessing Fast Fourier Transform for Rapid Community Travel Distance and Step Estimation in Children with Duchenne Muscular Dystrophy by Erik K. Henricson, Albara Ah Ramli

    Published 2025-05-01
    “…Our model, developed from a diverse cohort of children aged 3–16, demonstrated high accuracy in step length estimation (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><msup><mi>R</mi><mn>2</mn></msup><mo>=</mo><mn>0.92</mn></mrow></semantics></math></inline-formula>, <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>R</mi><mi>M</mi><mi>S</mi><mi>E</mi><mo>=</mo><mn>0.06</mn></mrow></semantics></math></inline-formula> m) using only step frequency and height as inputs. …”
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