Auto-Scikit-Longitudinal, also called Auto-Sklong is an automated machine learning (AutoML) library designed to analyse longitudinal data (Classification tasks focussed as of today) using various search methods. Namely, Bayesian Optimisation via SMAC3, Asynchronous Successive Halving, Evolutionary Algorithm...
(ETPE), which is better than HyperOpt' TPE algorithm in our experiments. Besides, The optimizer ofUltraOptis redesigned to adaptHyperBand & SuccessiveHalving Evaluation Strategies[6][7]andMapReduce & Async Communication Conditions. Finally, you can visualizeConfig Spaceandoptimization process & ...
Bayesian-GPR is the Bayesian optimization algorithm-tuned Gaussian Process Regression model, ASHA-GPR is the asynchronous successive halving algorithm-tuned Gaussian Process Regression model, Bayesian-Ensemble is the Bayesian optimization algorithm-tuned Ensemble Regression model (Ensemble of Regression Trees)...