Batch Intrinsic Plasticity for Extreme Learning Machines

Neumann K, Steil JJ (2011)
In: Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1. Honkela T, Duch W, Girolami M, Kaski S (Eds); Lecture notes in computer science, 6791. Springer: 339-346.

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Conference Paper | Published | English
Editor
Honkela, Timo ; Duch, Włodzisław ; Girolami, Mark ; Kaski, Samuel
Abstract
Extreme learning machines are single-hidden layer feed- forward neural networks, where the training is restricted to the output weights in order to achieve fast learning with good performance. The success of learning strongly depends on the random parameter initialization. To overcome the problem of unsuited initialization ranges, a novel and efficient pretraining method to adapt extreme learning machines task-specific is presented. The pretraining aims at desired output distributions of the hidden neurons. It leads to better performance and less dependence on the size of the hidden layer.
Publishing Year
Conference
21st International Conference on Artificial Neural Networks
Location
Espoo, Finland
Conference Date
2011-06-14 – 2011-06-17
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Neumann K, Steil JJ. Batch Intrinsic Plasticity for Extreme Learning Machines. In: Honkela T, Duch W, Girolami M, Kaski S, eds. Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1. Lecture notes in computer science. Vol 6791. Springer; 2011: 339-346.
Neumann, K., & Steil, J. J. (2011). Batch Intrinsic Plasticity for Extreme Learning Machines. In T. Honkela, W. Duch, M. Girolami, & S. Kaski (Eds.), Lecture notes in computer science: Vol. 6791. Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1 (pp. 339-346). Springer.
Neumann, K., and Steil, J. J. (2011). “Batch Intrinsic Plasticity for Extreme Learning Machines” in Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1, Honkela, T., Duch, W., Girolami, M., and Kaski, S. eds. Lecture notes in computer science, vol. 6791, (Springer), 339-346.
Neumann, K., & Steil, J.J., 2011. Batch Intrinsic Plasticity for Extreme Learning Machines. In T. Honkela, et al., eds. Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1. Lecture notes in computer science. no.6791 Springer, pp. 339-346.
K. Neumann and J.J. Steil, “Batch Intrinsic Plasticity for Extreme Learning Machines”, Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1, T. Honkela, et al., eds., Lecture notes in computer science, vol. 6791, Springer, 2011, pp.339-346.
Neumann, K., Steil, J.J.: Batch Intrinsic Plasticity for Extreme Learning Machines. In: Honkela, T., Duch, W., Girolami, M., and Kaski, S. (eds.) Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1. Lecture notes in computer science. 6791, p. 339-346. Springer (2011).
Neumann, Klaus, and Steil, Jochen J. “Batch Intrinsic Plasticity for Extreme Learning Machines”. Artificial Neural Networks and Machine Learning – ICANN 2011. Pt. 1. Ed. Timo Honkela, Włodzisław Duch, Mark Girolami, and Samuel Kaski. Springer, 2011.Vol. 6791. Lecture notes in computer science. 339-346.
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