Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Average Statistical Features for STFT Dimensionally Reduced Adeno Carcinoma and Meso Cancer Cases.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Scatter plot for STFT based Dimensionality Reduction Method in Meso and Adeno Carcinoma Cancer Classes.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Normal Probability plot for STFT Dimensionality Reduction Method with PSO Feature Selection in Adeno Carcinoma Cancer Classes.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Normal probability plot for STFT Dimensionality Reduction Method with PSO Feature Selection in Meso Carcinoma Cancer Classes.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Histogram for STFT Dimensionality Reduction Method with Harmonic Search Feature Selection in Adeno Carcinoma Cancer Classes.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Histogram for STFT Dimensionality Reduction Method with Harmonic Search Feature Selection in Meso Carcinoma Cancer Classes.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Analysis of Friedman Test in Feature Selection Methods on STFT Data.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Training and Testing MSE Analysis of Classifiers for STFT Dimensionality Reduction Technique without and with PSO and Harmonic Search Feature Selection.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Training and Testing Parameters of CNN Methodology for Raw Data and STFT Dimensionally reduced inputs.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Training and Testing Accuracy Analysis of various Classifiers in CNN Method with Raw Data and STFT features.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance Analysis of Classifiers for STFT Dimensionality Reduction Technique without Feature Selection.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance Analysis of Classifiers for STFT Dimensionality Reduction Technique with PSO Feature Selection.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance Analysis of Classifiers for STFT Dimensionality Reduction Technique with Harmonic Search Feature Selection.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance Analysis of Classifiers for STFT Dimensionality Reduction Technique with CNN Method.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance of Classifiers in terms of MCC and Kappa Parameters for Raw and STFT Inputs for CNN Methods.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Performance of Classifiers in terms of Accuracy, F1 Score and Error Rate Parameters for Raw and STFT Inputs in CNN Methods.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques:

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Computational Complexity of the Classifiers for STFT Dimensionality Reduction Method without and with Feature selection methods and CNN Models.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Selection

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Comparison with Existing Works in Adenocarcinoma and Mesothelioma lung cancer classification from microarray gene datasets.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Comparison, Microarray, Selection, Gene Expression

Journal: Bioengineering

Article Title: Evaluation and Exploration of Machine Learning and Convolutional Neural Network Classifiers in Detection of Lung Cancer from Microarray Gene—A Paradigm Shift

doi: 10.3390/bioengineering10080933

Figure Lengend Snippet: Comparison of previous works involving lung and other types of cancer classification from microarray gene datasets.

Article Snippet: Softmax Discriminant Classifier with CNN and STFT DR , 91.666 , 93.54 , 96.67 , 95.08197.

Techniques: Comparison, Microarray, Selection