@manual{scikit_randomforestregressor, author = "scikit-learn Documentation", title = "\texttt{RandomForestRegressor} API Reference", url = "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html", urldate = "2024-11-24" } @manual{scikit_modelevaluation, author = "scikit-learn Documentation", title = "Model Evaluation", url = "https://scikit-learn.org/stable/modules/model_evaluation.html", urldate = "2024-11-24" } @manual{scikit_gradientboostingregressor, author = "scikit-learn Documentation", title = "\texttt{GradientBoostingRegressor} API Reference", url = "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingRegressor.html", urldate = "2024-11-24" } @online{scikit_ensembles, author = "scikit-learn Documentation", title = "Ensembles: Gradient boosting, random forests, bagging, voting, stacking", url = "https://scikit-learn.org/stable/modules/ensemble.html", urldate = "2024-11-24" } @online{scikit_cross_validate, author = "scikit-learn Documentation", title = "\texttt{cross\_validate}", url = "https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html", urldate = "2024-11-24" } @article{breiman, author = "Breiman, Leo", title = "Random Forests", journal = "Machine Learning", year = "2001", volume = "45", page = "5-32", } @online{ibm_randomforest, author = "IBM", title = "What is random forest?", url = "https://www.ibm.com/topics/random-forest", urldate = "2024-10-06" } @book{understandingML, title = "Understanding Machine Learning: From Theory to Algorithms", author = "Shalev-Shwartz, Shai and Ben-David, Shai", year = "2014", publisher = "Cambridge University Press", % url = "https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/copy.html" } @unpublished{glavo, author = {Frank Glavin}, title = {Machine Learning: Regression}, year = {2024}, note = {Lecture slides, University of Galway} }