The classification algorithm flow chart for binary classification among NC, EMCI, LMCI and AD groups. حسب Qian Zhang (49333)

Performance of the proposed method for binary classification of lung cancer. حسب Md. Sabbir Hossain (9958939)

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Graphical comparison of binary class lung cancer classification with different approaches. حسب Md. Sabbir Hossain (9958939)

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(a) Accuracy and (b) loss curves of training and validation during binary class classification for 512 features extracted by the CNN. حسب Md. Sabbir Hossain (9958939)

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For each classification algorithm, the classification accuracies for binary subject groups NC versus EMCI, NC versus LEMC, EMCI versus LEMC, EMCI versus AD, LMCI versus AD, AD vers... حسب Qian Zhang (49333)

ROC curves of the proposed method for binary class classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

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CNN structure for feature extraction. حسب Md. Sabbir Hossain (9958939)

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Performance of the individual and proposed methods for multiclass classification of lung cancer. حسب Md. Sabbir Hossain (9958939)

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Graphical comparison of multiclass lung cancer classification with different approaches. حسب Md. Sabbir Hossain (9958939)

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Parameter attributes of the CNN feature extractor model. حسب Md. Sabbir Hossain (9958939)

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(A) Accuracy and (B) loss of training and validation sets of multiclass classification using CNN. حسب Md. Sabbir Hossain (9958939)

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Structure of the proposed hybrid CNN-SVD-based ensemble model for lung cancer classification. حسب Md. Sabbir Hossain (9958939)

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Overview of the proposed simple CNN for extracting features from CT scan images. حسب Md. Sabbir Hossain (9958939)

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

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

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

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Result comparison with other existing models. حسب Md. Sabbir Hossain (9958939)

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Evaluation of performance across various settings. حسب Md. Sabbir Hossain (9958939)

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