Machine learning in the analysis of medical data

Assessment of Machine Learning Algorithms for Land Cover Classification Using Remotely Sensed Data

“…In addition, the search iteration for the random search and Bayesian optimization was set to 75 with reference to the analysis of previous studies using ML algorithms in other fields (Table 2). (33) K-fold cross-validation was adopted to select the optimum HP. This method can obtain 0.1-3% more accurate results than the hold-out method, which performs training and validation only once.…”