Each variable for the dataset. by Kengo Oka (1420585)

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Normalized confusion matrix of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. by Md. Sabbir Hossain (9958939)

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Normalized confusion matrix of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, (F) Ensemble LEARNING. by Md. Sabbir Hossain (9958939)

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Supplementary file 1_Comparative evaluation of fast-learning classification algorithms for urban forest tree species identification using EO-1 hyperion hyperspectral imagery.docx by Veera Narayana Balabathina (22518524)

“…</p>Methods<p>Thirteen supervised classification algorithms were comparatively evaluated, encompassing traditional spectral/statistical classifiers—Maximum Likelihood, Mahalanobis Distance, Minimum Distance, Parallelepiped, Spectral Angle Mapper (SAM), Spectral Information Divergence (SID), and Binary Encoding—and machine learning algorithms including Decision Tree (DT), K-Nearest Neighbor (KNN), Support Vector Machine (SVM), Random Forest (RF), and Artificial Neural Network (ANN). …”

Passive sensing data. by Thierry Jean (20691795)

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Time-based splitting strategy and forecast horizons. by Thierry Jean (20691795)

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Label distributions across mental states and dataset splits. by Thierry Jean (20691795)

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Effect of class imbalance on predictive performance. by Thierry Jean (20691795)

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Ordinal regression predictions. by Thierry Jean (20691795)

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Ordinal regression task performance. by Thierry Jean (20691795)

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Surveys. by Thierry Jean (20691795)

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Cognitive test and self-perceived health and social functioning presented for the low-moderate and high PA levels group. by Xin Zhang (35492)

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The SHAP (Shapley Additive exPlanations) values of observed variables. by Xin Zhang (35492)

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Data XGBOOST. by Xin Zhang (35492)

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The data processing and analysis pipeline. by Xin Zhang (35492)

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Demographics and outcome variables of the two groups. by Xin Zhang (35492)

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Difference of overall MET values and variables derived from physical performance tests between low-moderate and high PA levels group. by Xin Zhang (35492)

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Reproducing kernel-based semiparametric functional smoothed score estimation with binary responses by Meichen Liu (8168148)

Performance comparison between the proposed method and various TL models with SVM. by Md. Sabbir Hossain (9958939)

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Lung cancer CT images before and after pre-processing. by Md. Sabbir Hossain (9958939)

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