\begin{thebibliography}
\usepackage{graphicx} 

\title{References}
\author{Julia Soares}
\date{December 2024}

\begin{document}

\maketitle

@article{breiman2001random,
  title={Random forests},
  author={Breiman, Leo},
  journal={Machine learning},
  volume={45},
  number={1},
  pages={5--32},
  year={2001},
  publisher={Springer}
}

@article{altman1992introduction,
  title={An introduction to kernel and nearest-neighbor nonparametric regression},
  author={Altman, Neil S},
  journal={The American Statistician},
  volume={46},
  number={3},
  pages={175--185},
  year={1992},
  publisher={Taylor \& Francis}
}

@book{Goodfellow-et-al-2016,
  title={Deep Learning},
  author={Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron},
  publisher={MIT Press},
  year={2016},
  url={http://www.deeplearningbook.org}
}

@inproceedings{chen2016xgboost,
  title={XGBoost: A scalable tree boosting system},
  author={Chen, Tianqi and Guestrin, Carlos},
  booktitle={Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  pages={785--794},
  year={2016},
  organization={ACM}
}

@book{hosmer2013applied,
  title={Applied Logistic Regression},
  author={Hosmer, David W and Lemeshow, Stanley and Sturdivant, Rodney X},
  publisher={John Wiley \& Sons},
  year={2013},
  edition={3rd}
}

@book{hastie2009elements,
  title={The Elements of Statistical Learning},
  author={Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
  publisher={Springer},
  year={2009}
}

@article{johnson2019survey,
  title={Survey on deep learning with class imbalance},
  author={Johnson, J M and Khoshgoftaar, T M},
  journal={Journal of Big Data},
  volume={6},
  number={1},
  pages={1--54},
  year={2019}
}

@misc{who2021malaria,
  title={World Malaria Report 2021},
  author={World Health Organization},
  year={2021},
  note={\url{https://www.who.int/publications/i/item/9789240040496}},
  howpublished={Accessed: 2024-12-20}
}

@article{chicco2020advantages,
  title={The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation},
  author={Chicco, Davide and Jurman, Giuseppe},
  journal={BMC Genomics},
  volume={21},
  number={1},
  pages={6},
  year={2020},
  publisher={Springer},
  doi={10.1186/s12864-019-6413-7},
  url={https://doi.org/10.1186/s12864-019-6413-7}
}

@inproceedings{snoek2012practical,
  title={Practical Bayesian Optimization of Machine Learning Algorithms},
  author={Snoek, Jasper and Larochelle, Hugo and Adams, Ryan P},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2012},
  url={https://papers.nips.cc/paper/2012/hash/05311655a15b75fab86956663e1819cd-Abstract.html}
}

@article{rajkomar2019machine,
  title={Machine learning in medicine},
  author={Rajkomar, Alvin and Dean, Jeff and Kohane, Isaac},
  journal={New England Journal of Medicine},
  volume={380},
  number={14},
  pages={1347--1358},
  year={2019},
  publisher={Mass Medical Soc},
  doi={10.1056/NEJMra1814259},
  url={https://www.nejm.org/doi/full/10.1056/NEJMra1814259}
}

@book{hosmer2013applied,
  title={Applied Logistic Regression},
  author={Hosmer, David W and Lemeshow, Stanley and Sturdivant, Rodney X},
  year={2013},
  publisher={John Wiley \& Sons},
  edition={3rd},
  doi={10.1002/9781118548387}
}

@inproceedings{chen2016xgboost,
  title={XGBoost: A scalable tree boosting system},
  author={Chen, Tianqi and Guestrin, Carlos},
  booktitle={Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  pages={785--794},
  year={2016},
  doi={10.1145/2939672.2939785},
  url={https://dl.acm.org/doi/10.1145/2939672.2939785}
}

@book{hastie2009elements,
  title={The Elements of Statistical Learning: Data Mining, Inference, and Prediction},
  author={Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
  year={2009},
  publisher={Springer},
  edition={2nd},
  doi={10.1007/978-0-387-84858-7}
}

@article{miotto2018deep,
  title={Deep learning for healthcare: review, opportunities and challenges},
  author={Miotto, Riccardo and Wang, Fei and Wang, Shuang and Jiang, Xiaoqian and Dudley, Joel T},
  journal={Briefings in Bioinformatics},
  volume={19},
  number={6},
  pages={1236--1246},
  year={2018},
  publisher={Oxford University Press},
  doi={10.1093/bib/bbx044},
  url={https://doi.org/10.1093/bib/bbx044}
}

@article{breiman2001random,
  title={Random forests},
  author={Breiman, Leo},
  journal={Machine Learning},
  volume={45},
  number={1},
  pages={5--32},
  year={2001},
  publisher={Springer},
  doi={10.1023/A:1010933404324},
  url={https://doi.org/10.1023/A:1010933404324}
}
\end{document}
