Comparative analysis of the optimized ANN, SVM, and tree ensemble models using Bayesian optimization for predicting GSHP COP

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.6K citations · Full text

Artificial Intelligence, Model Optimization, Hyperparameter Estimation +11

AN ESSAY TOWARDS SOLVING A PROBLEM IN THE DOCTRINE OF CHANCES

BAYES · Biometrika · 1958 · 2.9K citations

Bayesian Statistic, Bayesian Decision Theory, Behavioral Decision Making +21

The Lack of A Priori Distinctions Between Learning Algorithms

David H. Wolpert · Neural Computation · 1996 · 1.6K citations

Artificial Intelligence, Statistical Learning, Engineering +16

Ground-source heat pumps systems and applications

Abdeen Mustafa Omer · Renewable and Sustainable Energy Reviews · 2006 · 773 citations

Engineering, Heat Exchanger, Heat Pump +2

Using the Köppen classification to quantify climate variation and change: An example for 1901–2010

Deliang Chen, Hans W. Chen · Environmental Development · 2013 · 626 citations

Climatology, Future Climatic Change, Köppen Classification +8