@inbook {bHernandez,
	title = {Interpreting Machine Learning Models for Survival Analysis: A Study of Cutaneous Melanoma Using the SEER Database},
	booktitle = {Explainable Artificial Intelligence and Process Mining Applications for Healthcare,},
	volume = {2020},
	number = {Communications in Computer and Information Science},
	year = {Submitted},
	abstract = {<p>In this study, we train and compare three types of machine learning algorithms for Survival Analysis: Random Survival Forest, DeepSurv and DeepHit, using the SEER database to model cutaneous malignant melanoma. Additionally, we employ SurvLIMEpy library, a Python package designed to provide explainability for survival machine learning models, to analyse feature importance. The results demonstrate that machine learning algorithms outperform the Cox Proportional Hazards Model. Our work underscores the importance of explainability methods for interpreting black-box models and provides insights into important features related to melanoma prognosis.</p>},
	author = {Carlos Hernandez and Cristian Pach{\'o}n-Garc{\'\i}a and Pedro Delicado and Ver{\'o}nica Vilaplana}
}
@conference {cHernandez23,
	title = {Interpreting Machine Learning models for Survival Analysis: A study of Cutaneous Melanoma using the SEER Database},
	booktitle = {XAI-Healthcare 2023 Workshop at 21st International Conference of Artificial Intelligence in Medicine (AIME 2023)},
	year = {2023},
	month = {06/2023},
	address = {Portoroz, Slovenia},
	author = {Carlos Hernandez and Cristian Pach{\'o}n-Garc{\'\i}a and Pedro Delicado and Ver{\'o}nica Vilaplana}
}
@conference {cHernandez,
	title = {Implementation of personalized medicine in cutaneous melanoma patients aided by artificial intelligence},
	booktitle = {10th World Congress of2 Melanoma / 17th EADO Congress},
	year = {2021},
	month = {04/2021},
	author = {Carlos Hernandez and Anil Kiroglu and Sergio Garc{\'\i}a and Joan Ficapal and Julio Burgos and Sebastian Podlipnik and Neus Calbet and Susana Puig and Josep Malvehy and Ver{\'o}nica Vilaplana and Marc Combalia}
}
