AutoGate's fully automated methods
* baselined version - limited updates going forward
+ recommended - regular updates and full support
RESULTS with AUTOMATED METHODS
COMPARISON OF AUTOMATED METHODS
AutoGate in the last 3 years has acquired 5 fully automatic gating methods. Two methods are unsupervised: Exhaustive Projection Pursuit (EPP) and Uniform Manifold Approximation and Projection (UMAP). Three methods are supervised: multilayer perceptron (MLP) neural network based on MATLAB fitcnet; MLP based on Python TensorFlow and UMAP supervised templates.
automated methods as a package
The engine behind AutoGate’s automated methods (MLP, UMAP, EPP) and UMAP function published at Mathworks File Exchange ,is available to be downloaded as an independent package