Literature DB >> 29854112

Creating Clinical Fuzzy Automata with Fuzzy Arden Syntax.

Jeroen S de Bruin1,2, Heinz Steltzer3, Andrea Rappelsberger1, Klaus-Peter Adlassnig1,2.   

Abstract

Formal constructs for fuzzy sets and fuzzy logic are incorporated into Arden Syntax version 2.9 (Fuzzy Arden Syntax). With fuzzy sets, the relationships between measured or observed data and linguistic terms are expressed as degrees of compatibility that model the unsharpness of the boundaries of linguistic terms. Propositional uncertainty due to incomplete knowledge of relationships between clinical linguistic concepts is modeled with fuzzy logic. Fuzzy Arden Syntax also supports the construction of fuzzy state monitors. The latter are defined as monitors that employ fuzzy automata to observe gradual transitions between different stages of disease. As a use case, we re-implemented FuzzyARDS, a previously published clinical monitoring system for patients suffering from acute respiratory distress syndrome (ARDS). Using the re-implementation as an example, we show how key concepts of fuzzy automata, i.e., fuzzy states and parallel fuzzy state transitions, can be implemented in Fuzzy Arden Syntax. The results showed that fuzzy state monitors can be implemented in a straightforward manner.

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Year:  2018        PMID: 29854112      PMCID: PMC5977654     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  5 in total

1.  The Arden Syntax standard for clinical decision support: experiences and directions.

Authors:  Matthias Samwald; Karsten Fehre; Jeroen de Bruin; Klaus-Peter Adlassnig
Journal:  J Biomed Inform       Date:  2012-02-10       Impact factor: 6.317

2.  Fuzzy Arden Syntax: A fuzzy programming language for medicine.

Authors:  Thomas Vetterlein; Harald Mandl; Klaus-Peter Adlassnig
Journal:  Artif Intell Med       Date:  2010-02-18       Impact factor: 5.326

3.  [Knowledge-based diagnosis and therapeutic recommendations with fuzzy-set theory methods in patients with acute lung failure (ARDS)].

Authors:  H Steltzer; B Trummer; W Höltermann; G Kolousek; P Fridrich; K Lewandowski; K P Adlassnig; A F Hammerle
Journal:  Anasthesiol Intensivmed Notfallmed Schmerzther       Date:  1999-04       Impact factor: 0.698

Review 4.  Writing Arden Syntax Medical Logic Modules.

Authors:  G Hripcsak
Journal:  Comput Biol Med       Date:  1994-09       Impact factor: 4.589

5.  Acute respiratory distress syndrome: the Berlin Definition.

Authors:  V Marco Ranieri; Gordon D Rubenfeld; B Taylor Thompson; Niall D Ferguson; Ellen Caldwell; Eddy Fan; Luigi Camporota; Arthur S Slutsky
Journal:  JAMA       Date:  2012-06-20       Impact factor: 56.272

  5 in total
  1 in total

1.  A Comparison of Arden Syntax and Clinical Quality Language as Knowledge Representation Formalisms for Clinical Decision Support.

Authors:  Andrey Soares; Robert A Jenders; Robert Harrison; Lisa M Schilling
Journal:  Appl Clin Inform       Date:  2021-06-30       Impact factor: 2.342

  1 in total

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