Amaury Lendasse

Amaury Lendasse
(319)335-5264
2403 Seamans Center for the Engineering Arts and Sciences
Joined the College of Engineering: 
2014
Education: 
Ph.D., Applied Sciences, Université catholique de Louvain, Louvain-la-Neuve, Belgium , 2003
M.S., Control, Université catholique de Louvain, Louvain-la-Neuve, Belgium, 1997
M.S., Mechanics, Université catholique de Louvain, Louvain-la-Neuve, Belgium, 1996
Special Fields of Knowledge: 
Machine learning, time series prediction, neural networks, environmental modeling, corporate finance
Present Research Interests: 
Extreme learning machine, big data, internet security
Selected Publications: 
  • Y. Miche, A. Sorjamaa, P. Bas, O. Simula, C. Jutten, and A. Lendasse, “OP-ELM: Optimallypruned extreme learning machine,” IEEE Transactions on Neural Networks, vol. 21, pp. 158–162, January 2010.
  • A. Grigorievskiy, Y. Miche, A.-M. Ventelä, E. Séverin, A. Lendasse, “Long-term time series prediction using OP-ELM,” Neural Networks, vol. 51, pp. 50-56, March 2014.
  • F. Rossi, A. Lendasse, D. Francois, V.Wertz, and M. Verleysen, “Mutual information for the selection of relevant variables in spectrometric nonlinear modelling,” Chemometrics and Intelligent Laboratory Systems, vol. 80, pp. 215–226, February 2006.
  • E. Cambria, G.-B. Huang,  L.L.C. Kasun,  H. Zhou, C.M. Vong, , J. Lin, Yin, J., Z. Cai, Q. Liu, K. Li, V.C.M. Leung, L. Feng, Y.-S. Ong, M.-H. Lim, A. Akusok,  A. Lendasse, F. Corona, R. Nian, Y. Miche, P. Gastaldo, R. Zunino, S. Decherchi, X. Yang, K. Mao, B.-S. Oh, J. Jeon, K.-A. Toh, A.B.J. Teoh, J. Kim, H. Yu, Y. Chen, J. Liu, “Extreme learning machines,” IEEE Intelligent Systems, vol. 28 (6), pp. 30-59, November 2013.
  • E. Eirola, G. Doquire, M. Verleysen, A. Lendasse, “Distance estimation in numerical data sets with missing values,” Information Sciences, vol. 240, pp. 115-128, August 2013.