Probabilistic Modelling and Decision Support in Personalized Medicine

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14610%2F22%3A00144137" target="_blank" >RIV/00216224:14610/22:00144137 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-030-79353-1_11" target="_blank" >http://dx.doi.org/10.1007/978-3-030-79353-1_11</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-79353-1_11" target="_blank" >10.1007/978-3-030-79353-1_11</a>

Result language
angličtina
Original language name
Probabilistic Modelling and Decision Support in Personalized Medicine
Original language description
The concept of personalized medicine, often called the biggest revolution in medicine, is becoming an emerging practice. The article presents personalized medicine in a broader context as an interdisciplinary issue covering the current trends of information and communication technology in medicine, legal aspects, and probabilistic network modelling. Employing the concept of probabilistic network reasoning means extracting the meaningful knowledge, mathematizing it, incorporating the particular patient information and then using inference mechanisms of the created mathematical model for personalized decision support. Bayesian networks can serve as a multidimensional decision support framework representing the real-world medical domain. Their power, together with the possibilities of global sharing of necessary medical knowledge, represents a promising approach of extracting new, often hidden, knowledge about the given medical domain and thus opens up new ways of achieving the delivery of personalized medicine. Establishing patient diagnosis and treatment prognoses are the critical issues in personalized decision support. Mathematical modelling is beginning to play an irreplaceable role here.
Czech name
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Czech description
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Project
<a href="/en/project/TH03010468" target="_blank" >TH03010468: Integrated active monitoring system for patients with external pacemakers</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Book/collection name
Intelligent Systems for Sustainable Person-Centered Healthcare
ISBN
9783030793555
Number of pages of the result
13
Pages from-to
211-223
Number of pages of the book
250
Publisher name
Springer
Place of publication
Cham
UT code for WoS chapter
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