Multidimensional Neo-Fuzzy-Neuron for Solving Medical Diagnostics Tasks in Online-Mode

Uproszczony widok
dc.contributor.authorMahmoud, Samer Mohamed Kanaan
dc.contributor.authorPerova, Iryna
dc.contributor.authorPliss, Iryna
dc.date.accessioned2021-07-15T10:16:09Z
dc.date.available2021-07-15T10:16:09Z
dc.date.issued2017
dc.description.abstractIn this paper neuro-fuzzy approach for medical data processing is considered. Special capacities for methods and systems of Computational Intelligence were introduced for Medical Data Mining tasks, like transparency and interpretability of obtained results, ability to classify nonconvex and overlapped classes that correspond to various diagnoses, necessity to process data in online mode and so on. Architecture based on the multidimensional neo-fuzzy-neuron was designed for situation of many diagnoses. For multidimensional neo-fuzzy-neuron adaptive learning algorithms that are a modification of Widrow-Hoff algorithm were introduced. This system was approbate on nervous system diseases data set from University of California Irvine (UCI) Repository and show high level of classification results.en_EN
dc.identifier.citationMahmoud, S. M. K., Perova, I., & Pliss, I. (2017). Multidimensional Neo-Fuzzy-Neuron for Solving Medical Diagnostics Tasks in Online-Mode. Journal of Applied Computer Science, 25(1), 39-48. https://doi.org/10.34658/jacs.2017.1.39-48
dc.identifier.doihttps://doi.org/10.34658/jacs.2017.1.39-48
dc.identifier.doi10.34658/jacs.2017.1.39-48
dc.identifier.issn1507-0360
dc.identifier.urihttp://hdl.handle.net/11652/3874
dc.identifier.urihttps://doi.org/10.34658/jacs.2017.1.39-48
dc.language.isoenen_EN
dc.page.numbers. 39-48
dc.publisherWydawnictwo Politechniki Łódzkiejpl_PL
dc.publisherLodz University of Technology Pressen_EN
dc.relation.ispartofJournal of Applied Computer Science, Vol. 25, No. 1, Wydawnictwo Politechniki Łódzkiej, Łódź 2017, ISSN 1507-0360.
dc.rightsFair use conditionen_EN
dc.rightsDla wszystkich w zakresie dozwolonego użytkupl_PL
dc.rights.licenseLUT Licenseen_EN
dc.rights.licenseLicencja PŁpl_PL
dc.subjectmultidimensional neo-fuzzy-neuronen_EN
dc.subjectMedical Data Miningen_EN
dc.subjectcomputational intelligenceen_EN
dc.subjectParkinson diseaseen_EN
dc.subjectlearning algorithmen_EN
dc.subjectfuzzyficationen_EN
dc.subjectwielowymiarowy neo-rozmyty-neuronpl_PL
dc.subjecteksploracja danych medycznychpl_PL
dc.subjectinteligencja obliczeniowapl_PL
dc.subjectchoroba Parkinsonapl_PL
dc.subjectalgorytm uczeniapl_PL
dc.subjectrozmyciepl_PL
dc.titleMultidimensional Neo-Fuzzy-Neuron for Solving Medical Diagnostics Tasks in Online-Modeen_EN
dc.typeArtykułpl_PL
dc.typeArticleen_EN

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2017, Tom 25 Nr 1