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Pregled bibliografske jedinice broj: 1056092

Simple understandable analysis of medical data to support the diagnostic process


Babič, František; Vadovsky, Michal; Muchova, Miroslava; Paralič, Jan; Majnarić, Ljiljana
Simple understandable analysis of medical data to support the diagnostic process // IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI) - proceedings
Herľany, Slovačka: Institute of Electrical and Electronics Engineers (IEEE), 2017. str. 153-158 doi:10.1109/sami.2017.7880293 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 1056092 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Simple understandable analysis of medical data to support the diagnostic process

Autori
Babič, František ; Vadovsky, Michal ; Muchova, Miroslava ; Paralič, Jan ; Majnarić, Ljiljana

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI) - proceedings / - : Institute of Electrical and Electronics Engineers (IEEE), 2017, 153-158

ISBN
978-1-5090-5654-5

Skup
IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI) 2017

Mjesto i datum
Herľany, Slovačka, 26.01.2017. - 28.01.2017

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
medical diagnostic imaging ; logistics ; regression tree analysis ; dementia

Sažetak
Medical diagnostic is a complex process consisting of many input variables, which the general practitioner (GP) or specialist should take into account before confirm the expected diagnosis. In the case of electronic records, they have an opportunity to support this process within simple understandable results of the correctly applied suitable methods from machine learning or statistics. We used a small sample of patient's data from Croatia for experimental evaluation of this potential. We applied the methods as Welch's t-test, Pearson chi-square independence test, Youden's index, decision trees and simple K-Means. The cooperating medical expert evaluated the obtained results and confirmed the expected potential for daily medical practice.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Ustanove:
Medicinski fakultet, Osijek,
Fakultet za dentalnu medicinu i zdravstvo, Osijek

Profili:

Avatar Url Ljiljana Majnarić (autor)

Poveznice na cjeloviti tekst rada:

doi

Citiraj ovu publikaciju:

Babič, František; Vadovsky, Michal; Muchova, Miroslava; Paralič, Jan; Majnarić, Ljiljana
Simple understandable analysis of medical data to support the diagnostic process // IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI) - proceedings
Herľany, Slovačka: Institute of Electrical and Electronics Engineers (IEEE), 2017. str. 153-158 doi:10.1109/sami.2017.7880293 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Babič, F., Vadovsky, M., Muchova, M., Paralič, J. & Majnarić, L. (2017) Simple understandable analysis of medical data to support the diagnostic process. U: IEEE 15th International Symposium on Applied Machine Intelligence and Informatics (SAMI) - proceedings doi:10.1109/sami.2017.7880293.
@article{article, author = {Babi\v{c}, Franti\v{s}ek and Vadovsky, Michal and Muchova, Miroslava and Parali\v{c}, Jan and Majnari\'{c}, Ljiljana}, year = {2017}, pages = {153-158}, DOI = {10.1109/sami.2017.7880293}, keywords = {medical diagnostic imaging, logistics, regression tree analysis, dementia}, doi = {10.1109/sami.2017.7880293}, isbn = {978-1-5090-5654-5}, title = {Simple understandable analysis of medical data to support the diagnostic process}, keyword = {medical diagnostic imaging, logistics, regression tree analysis, dementia}, publisher = {Institute of Electrical and Electronics Engineers (IEEE)}, publisherplace = {Her\v{l}any, Slova\v{c}ka} }
@article{article, author = {Babi\v{c}, Franti\v{s}ek and Vadovsky, Michal and Muchova, Miroslava and Parali\v{c}, Jan and Majnari\'{c}, Ljiljana}, year = {2017}, pages = {153-158}, DOI = {10.1109/sami.2017.7880293}, keywords = {medical diagnostic imaging, logistics, regression tree analysis, dementia}, doi = {10.1109/sami.2017.7880293}, isbn = {978-1-5090-5654-5}, title = {Simple understandable analysis of medical data to support the diagnostic process}, keyword = {medical diagnostic imaging, logistics, regression tree analysis, dementia}, publisher = {Institute of Electrical and Electronics Engineers (IEEE)}, publisherplace = {Her\v{l}any, Slova\v{c}ka} }

Časopis indeksira:


  • Web of Science Core Collection (WoSCC)
    • Conference Proceedings Citation Index - Science (CPCI-S)
  • Scopus


Citati:





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