matlab patternrecognition toolbox  (MathWorks Inc)

Journal: Frontiers in Neurology

Article Title: Machine learning based algorithms for virtual early detection and screening of neurodegenerative and neurocognitive disorders: a systematic-review

doi: 10.3389/fneur.2024.1413071

Figure Lengend Snippet: Summary of included studies on the machine learning algorithms for early detection of NCDs and NDDs.

Article Snippet: The following algorithms were used for detection, screening and progression of AD, all of which were successful for the purposes: Sequential minimal optimization (SMO), Naive Bayes (NB), tree augmented Naive Bayes (TAN), K2, MATLAB PatternRecognition toolbox, TF-IDF, CountVectorizer (CV), Word2Vec, FastText, VGG16 with XGB, stacked fusion models//hybrid stacked fusion model, PRS, AAO, KNN, decision tree, random forest, ANN, 3D-CNN model, Boruta FS algorithm, Gradient, Information Gain (IG), Multi-view Separable Pyramid Network (MiSePyNet), PyWinEA using Mono-objective and Multi-objective Genetic Algorithms (NSGAII), Elastic Net (EN), Gaussian Processes (GP), kNN, (LR), Linear Discriminant, Support Vector Machine, Voting classifiers, Multi-Classifier Network (MCN), Gradient Boosted Trees (GBTs), basic three-layer Neural Network architecture using the OASIS, Sparse K-means w/Resampling, a deep neural network architecture, Adaboost, graph convolutional and recurrent neural network (graph-CNN-RNN), Single hidden layer neural network, Single-layer bidirectional, LSTM, Three-layer CNN, Deep Belief Network (DBN), stacked auto-encoder (SAE), SVR, SVC, PLSR, Shallow Models, Feature Pyramid Network (FPN) and temporally structured SVM (TS-SVM).

Techniques: Biomarker Discovery, Construct, Derivative Assay, Infection, Gene Expression, Plasmid Preparation, Selection, Diagnostic Assay, Control, Introduce, Extraction, Modification, Functional Assay, Positron Emission Tomography, Raman Spectroscopy, Sequencing, Clinical Proteomics, Expressing, Quantitative Proteomics, Phospho-proteomics, Magnetic Resonance Imaging, Imaging, Tomography, Mutagenesis, Single Photon Emission Computed Tomography, DNA Methylation Assay, Comparison, Binding Assay, Software, Activity Assay