Improvement of the neighborhood based Levenberg-Marquardt algorithm by local adaptation of the learning coefficient

IEEE Transactions on Neural Networks

Volumn 16, Issue 4, 2005, Pages 988-992

  Toledo, Ana ^a   Pinzolas, Miguel ^a   Ibarrola, Julio Jose ^a   Lera, Galera ^b  

^a TECHNICAL UNIVERSITY OF CARTAGENA   (Spain)

^b PUBLIC UNIVERSITY OF NAVARRE   (Spain)

Author keywords

Learning algorithms; Neural networks (NNs)

Indexed keywords

APPROXIMATION THEORY; LEARNING ALGORITHMS; NEURAL NETWORKS; STATISTICAL METHODS;

LEARNING COEFFICIENT; LOCAL ADAPTATION; NEIGHBORHOOD BASED LEVENBERG-MARQUARDT (NBLM) ALGORITHM;

LEARNING SYSTEMS;

ALGORITHM; ARTIFICIAL NEURAL NETWORK; COMPARATIVE STUDY; COMPUTER SIMULATION; EVALUATION; LETTER; STATISTICAL MODEL;

ALGORITHMS; COMPUTER SIMULATION; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER);

EID: 23044513932     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2005.849849     Document Type: Article

References (8)

1. K. Levenberg, "A method for the solution of certain problems in least squares," Q. Appl. Math., vol. 2, pp. 164-168, 1944.
2. D. W. Marquardt, "An algorithm for least-squares estimation of nonlinear parameters," J. Soc. Ind. Appl. Math., vol. 11, pp. 431-441, 1963.
3. M. T. Hagan and M. Menhaj, "Training feedforward networks with the Marquardt algorithm," IEEE Trans. Neural Netw., vol. 5, no. 6, pp. 989-993, Nov. 1994.
4. G. Lera and M. Pinzolas, "A quasilocal Levenberg-Marquardt algorithm for neural network training," in Proc. Int. Joint Conf. Neural Networks (IJCNN'98), vol. 3, Anchorage, AK, May, pp. 2242-2246.
5. G. Lera and M. Pinzolas, "Neighborhood-based Levenberg-Marquardt algorithm for neural network training," IEEE Trans. Neural Netw., vol. 13, no. 5, pp. 1200-1203, Sep. 2002.
6. M. Pinzolas, J. J. Astrain, J. R. González, and J. Villadangos, "Isolated hand-written digit recognition using a neurofuzzy scheme and multiple classification," J. Intell. Fuzzy Syst., vol. 12, no. 2, pp. 97-105, Dec. 2002.
7. J. M. Cano, M. Pinzolas, J. J. Ibarrola, and J. López-Coronado, "Identificación de funciones utilizando sistemas lógicos difusos," in Proc. XXI Jornadas Automática, Sevilla, Spain, 2000.
8. M. Pinzolas, J. J. Ibarrola, and J. López-Coronado, "A neurofuzzy scheme for on-line identification of nonlinear dynamical systems with variable transfer function," in Proc. Int. Joint Conf. Neural Networks (IJCNN'00), Como, Italy, pp. 215-221.