Gal A. Kaminka: Publications

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Towards Personalized Medication Planning

Lee-or Alon, Hana Weitman, Alexander Shleyfman, and Gal A. Kaminka. Towards Personalized Medication Planning. In Proceedings of the ICAPS Workshop on Knowledge Engineering for Planning and Scheduling (KEPS), 2024.
See https://www.cs.biu.ac.il/~galk/publications/b2hd-ecai24.html for the definitive version, published in ECAI-24. This workshop version uses only synthetic data, and does not handle drug interactions and PKPD models.

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Abstract

Personalized medication plans determine the selection, dosage, and administration schedule of medications, to achieve medical goals that are specific to the patient and to its individual health constraints. This paper introduces medication planning as a novel domain for planning, using PDDL+. We present alternative approaches to representing medication planning problems, and discuss experiments that raise opportunities and challenges for the planning community.

BibTeX

@inproceedings{keps24,
		 title = {Towards Personalized Medication Planning},
     author = {Alon, {Lee-or}  and Weitman, Hana and Shleyfman, Alexander and Kaminka, Gal A.},
		 booktitle = {Proceedings of the {ICAPS} Workshop on Knowledge Engineering for Planning and Scheduling ({KEPS})},
     wwwnote = { See \url{https://www.cs.biu.ac.il/~galk/publications/b2hd-ecai24.html} for the definitive version, published in ECAI-24. This workshop version uses only synthetic data, and does not handle drug interactions and PKPD models. },
   year = {2024},	
   	abstract = {
Personalized medication plans determine the selection, dosage, and administration schedule of medications, to achieve medical goals that are \emph{specific to the patient and to its individual health constraints}.  This paper introduces medication planning as a novel domain for planning, using PDDL+.  We present alternative approaches to representing medication planning problems, and discuss experiments that raise opportunities and challenges for the planning community. },
}

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