TY - GEN
T1 - Querying probabilistic temporal constraints for guideline interaction analysis
T2 - 16th Ibero-American Conference on Artificial Intelligence, IBERAMIA 2018
AU - Andolina, Antonella
AU - Anselma, Luca
AU - Piovesan, Luca
AU - Terenziani, Paolo
N1 - Publisher Copyright:
© Springer Nature Switzerland AG 2018.
PY - 2018
Y1 - 2018
N2 - The treatment of patients affected by multiple diseases (comorbid patients) is one of the main challenges of the modern healthcare, involving the analysis of the interactions of the guidelines for the specific diseases. However, practically speaking, such interactions occur over time. The GLARE project explicitly provides knowledge representation, temporal representation and temporal reasoning methodologies to cope with such a fundamental issue. In this paper, we propose a further improvement, to take into account that, often, the effects of actions have a probabilistic distribution in time, and being able to reason (through constraint propagation) and to query probabilistic temporal constraints further enhances the support for interaction detection.
AB - The treatment of patients affected by multiple diseases (comorbid patients) is one of the main challenges of the modern healthcare, involving the analysis of the interactions of the guidelines for the specific diseases. However, practically speaking, such interactions occur over time. The GLARE project explicitly provides knowledge representation, temporal representation and temporal reasoning methodologies to cope with such a fundamental issue. In this paper, we propose a further improvement, to take into account that, often, the effects of actions have a probabilistic distribution in time, and being able to reason (through constraint propagation) and to query probabilistic temporal constraints further enhances the support for interaction detection.
KW - Decision support system
KW - Guideline interaction analysis
KW - Probabilistic temporal constraints
KW - Temporal reasoning
UR - http://www.scopus.com/inward/record.url?scp=85057086840&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-03928-8_1
DO - 10.1007/978-3-030-03928-8_1
M3 - Conference contribution
AN - SCOPUS:85057086840
SN - 9783030039271
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 3
EP - 15
BT - Advances in Artificial Intelligence – IBERAMIA 2018 - 16th Ibero-American Conference on AI, Proceedings
A2 - Fermé, Eduardo
A2 - Simari, Guillermo R.
A2 - Gutiérrez Segura, Flabio
A2 - Rodríguez Melquiades, José Antonio
PB - Springer Verlag
Y2 - 13 November 2018 through 16 November 2018
ER -