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Research Output

2019

Cross-domain neural-kernel networks

Mehrkanoon, S., 1 Jul 2019, In : Pattern Recognition Letters. 125, p. 474-480 7 p.

Research output: Contribution to journalArticleAcademicpeer-review

Deep neural-kernel blocks

Mehrkanoon, S., Aug 2019, In : Neural Networks. 116, p. 46-55 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Deep shared representation learning for weather elements forecasting

Mehrkanoon, S., 1 Sep 2019, In : Knowledge-Based Systems. 179, p. 120-128 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

Guest Editorial Special Issue on Neural Systems Engineering and Mathematical Modeling of Brain Dynamics Using ECoG/EEG/MEG Oscillations and Machine Learning Methods

Ferris, D. P., McArthur, K., Mehrkanoon, S., Liley, D. & Mehrkanoon, S., Mar 2019, In : Ieee Transactions on Neural Systems and Rehabilitation Engineering. 27, 3, p. 335-336 2 p.

Research output: Contribution to journalEditorialAcademic

2018

Deep hybrid neural-kernel networks using random Fourier features

Mehrkanoon, S. & Suykens, J. A. K., 12 Jul 2018, In : Neurocomputing. 298, p. 46-54 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

Indefinite kernel spectral learning

Mehrkanoon, S., 2018, In : Pattern Recognition. 78, p. 144-153 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Modelling the strip thickness in hot steel rolling mills using least-squares support vector machines

Shardt, Y. A. W., Mehrkanoon, S., Zhang, K., Yang, X., Suykens, J., Ding, S. X. & Peng, K., Jan 2018, In : Canadian Journal of Chemical Engineering. 96, 1, p. 171-178 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

Regularized Semipaired Kernel CCA for Domain Adaptation

Mehrkanoon, S. & Suykens, J., Jul 2018, In : IEEE Transactions on Neural Networks and Learning Systems. 29, 7, p. 3199 - 3213 15 p.

Research output: Contribution to journalArticleAcademicpeer-review

2016

Estimating the unknown time delay in chemical processes

Mehrkanoon, S., Shardt, Y. A. W., Suykens, J. A. K. & Ding, S. X., Oct 2016, In : Engineering Applications of Artificial Intelligence. 55, p. 219-230 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

2015

Identifying intervals for hierarchical clustering using the Gershgorin circle theorem

Mall, R., Mehrkanoon, S. & Suykens, J. A. K., 1 Apr 2015, In : Pattern Recognition Letters. 55, p. 1-7 7 p.

Research output: Contribution to journalArticleAcademicpeer-review

Incremental multi-class semi-supervised clustering regularized by Kalman filtering

Mehrkanoon, S., Agudelo, O. M. & Suykens, J. A. K., Nov 2015, In : Neural Networks. 71, p. 88-104 17 p.

Research output: Contribution to journalArticleAcademicpeer-review

Learning solutions to partial differential equations using LS-SVM

Mehrkanoon, S. & Suykens, J. A. K., 2 Jul 2015, In : Neurocomputing. 159, p. 105-116 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

Multiclass Semisupervised Learning Based Upon Kernel Spectral Clustering

Mehrkanoon, S., Alzate, C., Mall, R., Langone, R. & Suykens, J. A. K., Apr 2015, In : IEEE Transactions on Neural Networks and Learning Systems. 26, 4, p. 720-733 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

2014

Non-parallel support vector classifiers with different loss functions

Mehrkanoon, S., Huang, X. & Suykens, J. A. K., 2 Nov 2014, In : Neurocomputing. 143, p. 294-301 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

Parameter estimation of delay differential equations: An integration-free LS-SVM approach

Mehrkanoon, S., Mehrkanoon, S. & Suykens, J. A. K., Apr 2014, In : Communications in Nonlinear Science and Numerical Simulation. 19, 4, p. 830-841 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

2012

Approximate Solutions to Ordinary Differential Equations Using Least Squares Support Vector Machines

Mehrkanoon, S., Falck, T. & Suykens, J. A. K., Sep 2012, In : IEEE Transactions on Neural Networks and Learning Systems. 23, 9, p. 1356-1367 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

LS-SVM approximate solution to linear time varying descriptor systems

Mehrkanoon, S. & Suykens, J. A. K., Oct 2012, In : Automatica. 48, 10, p. 2502-2511 10 p.

Research output: Contribution to journalArticleAcademicpeer-review