![The Use of Artificial Neural Networks in Clinical Medicine](https://singipedia.singidunum.ac.rs/assets/upload/images/2016/05/article_sinteza.png)
The Use of Artificial Neural Networks in Clinical Medicine
The Use of Artificial Neural Networks in Clinical Medicine
Autori:
Izdanje: Sinteza 2016 - International Scientific Conference on ICT and E-Business Related Research
Apstrakt:
Digital Agenda in Serbia involves the introduction of an electronic system for monitoring of the main characteristics of patients, disease progression and treatment outcomes through EHR (Electronic Health Record). Internationally standardized data set contains more than 150 variables, with a tendency to introduce new frequently. In addition to the increased demand for treatment, there are also demands for optimizing the health care system. In order to predict the likelihood of diagnosis, course and outcome of treatment, classically multivariate regression linear logistic model is being used. In recent years, studies indicate that the use of Artificial Neural Networks (ANN) may provide improved results in terms of likelihood of final diagnosis and outcomes that include input variables which, by their nature, have a non-linear interdependence. We reviewed current ANN models, their advantages and disadvantages compared to common regression models and their applicability in clinical practice. Also, we analyzed and suggested models that could possibly optimize the process of diagnosis, predict the cost and duration of treatment and rationalize medical and other resources by reducing the cost/ benefit coefficient per patient.
Ključne reči: artificial neural networks, electronic health record, data mining
Kategorije objave:
Radovi na konferenciji Sinteza 2016, Beograd, Srbija
Zahvaljujemo se što ste preuzeli publikaciju sa portala Singipedia.
Ukoliko želite da se prijavite za obaveštenja o sadržajima iz oblasti ove publikacije, možete nam ostaviti adresu svoje elektronske pošte.
Preuzimanje citata:
BibTeX format
RefWorks Tagged format
Unapred formatirani prikaz citata
BibTeX format
@article{article, author = {M. Jovanović, D. Milenković, M. Perković, T. Milenković and V. Niković}, title = {The Use of Artificial Neural Networks in Clinical Medicine}, journal = {Sinteza 2016 - International Scientific Conference on ICT and E-Business Related Research}, year = 2016, doi = {10.15308/Sinteza-2016-112-117} }
RT Conference Proceedings A1 Miloš Jovanović A1 Dušan Milenković A1 Marija Perković A1 Tatjana Milenković A1 Vuk Niković T1 The Use of Artificial Neural Networks in Clinical Medicine AD International Scientific Conference Sinteza, Beograd, Srbija YR 2016 NO doi: 10.15308/Sinteza-2016-112-117
M. Jovanović, D. Milenković, M. Perković, T. Milenković and V. Niković, The Use of Artificial Neural Networks in Clinical Medicine, International Scientific Conference Sinteza, 2016, doi:10.15308/Sinteza-2016-112-117