Development of a Computer-Aided Dosage and Telemonitoring System for Patients Under Oral Anticoagulation Therapy

Heiko Krumm, Nils Reiss, Malte Burkert, Thomas Schmidt, Steffen Biehs, Christian Bohr, Fabian Gürtler, Hendrik Horn, Philipp Kreutzer, Philipp Mewes, Hendrik Miller, Christian Riest, Christian Römer, Albert Seebold, Gertrude Sprung, Oliver Ziegler

Publication: Contribution to journalConference article in journalResearchpeer-review

Abstract

In this paper, we present a system that allows patients who require anticoagulation medicine an opportunity to independently manage their dosage concentration with the help of two machine learning algorithms. The basic idea is to predict the next dosage by using a neuronal network and the model predictive control approach, both based on the history of data already available from patients. This machine learning system is expanded by an smartphone application for the patients, and a website for the doctors to support their patients.

Original languageEnglish
JournalStudies in health technology and informatics
Volume248
Pages (from-to)188-195
Number of pages8
ISSN0926-9630
Publication statusPublished - 2018

Research areas and keywords

  • Algorithms
  • Anticoagulants/therapeutic use
  • Blood Coagulation
  • Computers
  • Humans
  • Machine Learning
  • Physical Therapy Modalities
  • Telemedicine

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