بدائل البحث:
process optimization » robust optimization (توسيع البحث), model optimization (توسيع البحث), policy optimization (توسيع البحث)
basic process » based process (توسيع البحث), basic protein (توسيع البحث)
binary basic » binary mask (توسيع البحث)
b process » _ process (توسيع البحث), a process (توسيع البحث)
binary b » binary _ (توسيع البحث)
process optimization » robust optimization (توسيع البحث), model optimization (توسيع البحث), policy optimization (توسيع البحث)
basic process » based process (توسيع البحث), basic protein (توسيع البحث)
binary basic » binary mask (توسيع البحث)
b process » _ process (توسيع البحث), a process (توسيع البحث)
binary b » binary _ (توسيع البحث)
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Machine Learning-Ready Dataset for Cytotoxicity Prediction of Metal Oxide Nanoparticles
منشور في 2025"…</p><p dir="ltr">Encoding: Categorical variables such as surface coating and cell type were grouped into logical classes and label-encoded to enable model compatibility.</p><p dir="ltr"><b>Applications and Model Compatibility:</b></p><p dir="ltr">The dataset is optimized for use in supervised learning workflows and has been tested with algorithms such as:</p><p dir="ltr">Gradient Boosting Machines (GBM),</p><p dir="ltr">Support Vector Machines (SVM-RBF),</p><p dir="ltr">Random Forests, and</p><p dir="ltr">Principal Component Analysis (PCA) for feature reduction.…"