@misc{Gołąbek_Piotr_Adaptation, author={Gołąbek, Piotr and Kosiński, Witold}, howpublished={online}, publisher={Zielona Góra: Uniwersytet Zielonogórski}, language={eng}, abstract={The paper describes an application of regularization techniques to an automatic choice of parameters driving the learning process in the NM-Delta neural network architecture. The heterogeneous learning algorithm is identified as very similar to the Levenberg-Marquardt method but with a considerably smaller computational cost and different justification of parameter selection. The performance of the modified algorithm proves to be comparable with that of the Levenberg-Marquardt.}, type={artykuł}, title={Adaptation of regularization parameters in NM-Delta networks}, keywords={NM-Delta, M-Delta, regularization, Levenberg-Marquardt, quasi-Newton}, }