acquisition-functions 13 bayesian-optimization 8 optimization 4 hyperparameter-tuning 4 hyperparameter-optimization 3 gaussian-processes 3 machine-learning 3 thompson-sampling 2 smac 2 multi-armed-bandits 2 hyperopt 2 batch-bayesian-optimization 2 automated-machine-learning 2 epsilon-greedy 2 active-learning 2 experimental-design 1 metrics 1 optuna 1 parallelization 1 scikit-opt 1 search-space 1 sequential-search 1 smbo 1 smbo-algorithms 1 tpe 1 bayesian-optimisation 1 bayesopt 1 hmc 1 inference 1 variational-inference 1 active-dataset-subsampling 1 biocyc 1 bioinformatics 1 pathway-tools 1 multi-label-learning 1 multi-label-imbalance 1 metabolic-network 1 metabolic-pathway-prediction 1 metabolic-pathways 1 multi-label-classfications 1 metacyc 1 metagenomics 1 parallel-computing 1 uncertainty-quantification 1 maximum-likelihood-estimation 1 neural-network 1 automl 1 categorical-variables 1 continuous-variable 1 gpyopt 1 deep-learning 1 natural-language-processing 1 bayesian-active-learning 1 bayesian-deep-learning 1 bayesian-neural-networks 1 fall-detection 1 har 1 human-activity-recognition 1 incremental-learning 1 bcai 1 entropy-search 1 classification 1 decay 1 turbo 1 annealing 1 basic-search 1 cross-validation 1 gaus 1