- Tytuł:
- The Learning System by the Least Squares Support Vector Machine Method and its Application in Medicine
- Autorzy:
-
Szewczyk, P.
Baszun, M. - Powiązania:
- https://bibliotekanauki.pl/articles/307897.pdf
- Data publikacji:
- 2011
- Wydawca:
- Instytut Łączności - Państwowy Instytut Badawczy
- Tematy:
-
classification
Grid-Search
particle swarm optimization (PSO)
patients diagnosis
support vector machine (SVM) - Opis:
- In the paper it has been presented the possibility of using the least squares support vector machine to the initial diagnosis of patients. In order to find some optimal parameters making the work of the algorithm more detailed, the following techniques have been used: K-fold Cross Validation, Grid-Search, Particle Swarm Optimization. The result of the classification has been checked by some labels assigned by an expert. The created system has been tested on the artificially made data and the data taken from the real database. The results of the computer simulations have been presented in two forms: numerical and graphic. All the algorithms have been implemented in the C# language.
- Źródło:
-
Journal of Telecommunications and Information Technology; 2011, 3; 109-113
1509-4553
1899-8852 - Pojawia się w:
- Journal of Telecommunications and Information Technology
- Dostawca treści:
- Biblioteka Nauki
Artykuł