- Tytuł:
- Analysis of multi-step algorithms for cognitive maps learning
- Autorzy:
-
Jastriebow, A.
Poczęta, K. - Powiązania:
- https://bibliotekanauki.pl/articles/201551.pdf
- Data publikacji:
- 2014
- Wydawca:
- Polska Akademia Nauk. Czytelnia Czasopism PAN
- Tematy:
-
cognitive maps
multistep learning algorithm
gradient method
Hebbian algorithm
mapy poznawcze
wieloetapowe nauki algorytmu
metoda gradientu
algorytm kWTA - Opis:
- This article is devoted to the analysis of multi-step algorithms for cognitive maps learning. Cognitive maps and multi-step supervised learning based on a gradient method and unsupervised one based on the non-linear Hebbian algorithm were described. Comparative analysis of these methods to one-step algorithms, from the point of view of the speed of convergence of a learning algorithm and the influence on the work of the decision systems was performed. Simulation results were done on prepared software tool ISEMK. Obtained results show that implementation of the multi-step technique gives certain possibilities to get quicker values of target relations values and improve the operation of the learned system.
- Źródło:
-
Bulletin of the Polish Academy of Sciences. Technical Sciences; 2014, 62, 4; 735-741
0239-7528 - Pojawia się w:
- Bulletin of the Polish Academy of Sciences. Technical Sciences
- Dostawca treści:
- Biblioteka Nauki
Artykuł