Publications

Siamak Mehrkanoon, "Incorporation of Prior Knowledge into Kernel Based Models," PhD Thesis, KU Leuven, July.2015.

Siamak Mehrkanoon, "Solving Ordinary Differential Equations Using Block Multistep Method," PhD Thesis, UPM , March.2011.

Journal Publications

S. Mehrkanoon, J.A.K. Suykens, “Deep hybrid neural-kernel networks using random Fourier features”, Accepted for publication in Neurocomputing, 2018 [PDF].

S. Mehrkanoon, X. Huang, J.A.K. Suykens, “Indefinite Kernel Spectral Learning”, Pattern Recognition, Vol 78, June 2018, Pages 144-153 [PDF].

S. Mehrkanoon, J.A.K. Suykens, “Regularized Semi-Paired Kernel CCA for Domain Adaptation”, Accepted for publication in IEEE Trans. Neural Netw. Learning Syst, 2017. [PDF]

Y. Feng, Y. Yang, X. Huang, S. Mehrkanoon, J.A.K. Suykens, “Robust Support Vector Machines for Classification with Nonconvex and Smooth Losses,” Neural-Computation, Vol. 28, no. 6, pp. 1217-1247, 2016. [PDF]

S. Mehrkanoon, Yuri A.W. Shardt, J. A. K. Suykens, Steven X. Ding, “Estimating the Unknown Time Delay in Chemical Processes,” Engineering Applications of Artificial Intelligence, Vol. 55, pp. 2190, 2016. [PDF]

S. Mehrkanoon, O. M. Agudelo, J. A. K. Suykens, “Incremental multi-class semi-supervised clustering regularized by Kalman filtering,” Neural Networks, Vol 71, pp. 88-104, 2015. [PDF]

S. Mehrkanoon, J. A. K. Suykens, “Learning solutions to partial differential equations using LS-SVM,” Neurocomputing, Vol. 159, pp. 105-116, 2015. [PDF]

R. Mall, S. Mehrkanoon, J. A. K. Suykens, “Identifying intervals for hierarchical clustering using the Gershgorin circle theorem,” Pattern Recognition Letters, Vol 55, pp. 1-7,2015. [PDF]

S. Mehrkanoon, C. Alzate, R. Mall, R. Langone, J. A. K. Suykens, “Multiclass semi-supervised learning based upon kernel spectral clustering,” IEEE Trans. Neural Netw. Learning Syst, Vol. 26, pp. 720-733, 2015. [PDF]

S. Mehrkanoon, X. Huang, J. A. K. Suykens, “Non-parallel support vector classifiers with different loss functions,” Neurocomputing, 143(2), pp. 294-301, 2014. [PDF]

S. Mehrkanoon, S. Mehrkanoon, J. A. K. Suykens, “Parameter estimation of delay differential equations: An integration-free LS-SVM approach,” Communications in Nonlinear Science and Numerical Simulation, Vol. 19, pp. 830-841, 2014. [PDF]

X. Huang, S. Mehrkanoon, J. A. K. Suykens, “Support vector machines with piecewise linear feature mapping,” Neurocomputing, Vol. 117, pp. 118-127, 2013. [PDF]

S. Mehrkanoon, J. A. K. Suykens, “LS-SVM approximate solution to linear time varying descriptor systems,” Automatica, 48(10), pp. 2502-2511, 2012. [PDF]

S. Mehrkanoon, T. Falck, J. A. K. Suykens, “Approximate solutions to ordinary differential equations using least squares support vector machines,” IEEE Trans. Neural Netw. Learning Syst, 23(9), pp. 1356-1367, 2012. [PDF]

S. Mehrkanoon, Z. A. Majid, M. Suleiman, K. I. Othman, Z. B. Ibrahim, “3-Point implicit block multistep method for the solution of first order ODEs,” Bull. Malays. Math. Sci. Soc, 35(2A), pp. 547-555, 2012. [PDF]

S. Mehrkanoon, “A direct variable step block multistep method for solving general third-order ODEs,” Numerical Algorithms, 57(1), pp. 53-66, 2011. [PDF]

S. Mehrkanoon, Z. A. Majid, M. Suleiman, “A variable step implicit block multistep method for solving first-order ODEs,” Journal of Computational and Applied Mathematics, 233(9), pp. 2387-2394, 2010. [PDF]

Z. A. Majid, S. Mehrkanoon, K. I. Othman, M. Suleiman, “Implementation of MPI environment for solving large systems of ODEs using block method,” WSEAS Transactions on Mathematics, 9(10), pp. 801-810, 2010. [PDF]

S. Mehrkanoon, Z. A. Majid, M. Suleiman, “Implementation of 2-point 2-step methods for the solution of first order ODEs,” Appl. Math. Sci, 4(7), pp. 305-316, 2010. [PDF]

S. Mehrkanoon, M. Suleiman, Z. A. Majid, K. I. Othman, “Parallel solution in space of large ODEs using block multistep method with step size controller,” European Journal of Scientific Research, 36(3), pp. 491-501, 2009. [PDF]

S. Mehrkanoon, M. Suleiman, Z. A. Majid, “Block method for numerical solution of fuzzy differential equations,” Int. Math. Forum, 4(46), pp. 2269-2280, 2009. [PDF]

S. Mehrkanoon, M. Suleiman, Z. A. Majid, “Spline approach to the solution of Sturm-Liouville problem,” Int. J. Contemp. Math. Sciences, 4(12), pp. 577-586, 2009.

Conefernce Publications

S. Mehrkanoon, A. Zell, J.A.K. Suykens, “Scalable Hybrid Deep Neural Kernel Networks,” Proc. of the 25th European Symposium on Artificial Neural Networks (ESANN), Apr. 2017, Bruges, Belgium, pp. 17-22. [PDF]

S. Mehrkanoon, J.A.K. Suykens, “Scalable Semi-Supervised Kernel Spectral Learning using Random Fourier Features,” Accepted for publication in Proc. of the IEEE Symposium Series on Computational Intelligence (SSCI-CIDM), Dec. 2016, Athens, Greece. [PDF]

S. Mehrkanoon, O. M. Agudelo, J.A.K. Suykens, “Incremental multi-class semisupervised clustering regularized by Kalman filtering,” In proc. of the 28th Benelux Conference on Artificial Intelligence, BNAIC 2016, November 10-11, 2016, Amsterdam, Netherlands. [PDF]

Yuri A.W. Shardt, Kai Zhang, S.X. Ding, S. Mehrkanoon, J.A.K. Suykens, X. Yang, and K. Peng (2016). “Control with Soft Sensors and Multiple Operating Points,” In proc. of the 66th Canadian Chemical Engineering Conference, 16th-19th October, 2016, Quebec, Canada. [PDF]

S. Mehrkanoon, J.A.K. Suykens, “Multi-label semi-supervised learning using regularized Kernel spectral clustering,” In proc. of IEEE World Congress on Computational Intelligence (IEEE WCCI/IJCNN 2016), July 24th-29th, 2016, Vancouver, Canada. [PDF]

Z. Karevan, S. Mehrkanoon, J. A. K. Suykens, “Black-box modeling for temperature prediction in weather forecasting,” In Proc. of the International Joint Conference on Neural Networks (IJCNN), Jul. 2015, Killarney, Ireland. [PDF]

S. Mehrkanoon, O. M. Agudelo, R. Mall, J. A. K. Suykens, “Hierarchical Semi-Supervised Clustering using KSC based model,” In Proc. of the International Joint Conference on Neural Networks 2015(IJCNN), Jul. 2015, Killarney, Ireland. [PDF]

S. Mehrkanoon, J. A. K. Suykens, “Large scale semi-supervised learning using KSC based model,” In proc. of the IEEE World Congress on Computational Intelligence (IEEE WCCI/IJCNN), Jul. 2014, Beijing, China, pp. 4152-4159. [PDF]

R. Mall, S. Mehrkanoon, R. Langone, J. A. K. Suykens, “Optimal Reduced Sets for Sparse Kernel Spectral Clustering,” In proc. of the IEEE World Congress on Computational Intelligence (IEEE WCCI/IJCNN), Jul. 2014, Beijing, China, pp. 2436 - 2443. [PDF]

R. Castro, S. Mehrkanoon, A. Marconato, J. Schoukens, J. A. K. Suykens, “SVD truncation schemes for fixed-size kernel models,” In proc. of IEEE World Congress on Computational Intelligence (IEEE WCCI/IJCNN), July. 2014, Beijing, China, pp.

3922-3929. [PDF]

S. Mehrkanoon, R. Quirynen, M. Diehl, J. A. K. Suykens, “LSSVM based initialization approach for parameter estimation of dynamical systems,” In proc. of International Conference on Mathematical Modeling in Physical Sciences (ICMSQUARE), Sep. 2013, Pragues, Czech Republic. [PDF]

S. Mehrkanoon, J. A. K. Suykens, “Non-parallel semi-supervised classification based on kernel spectral clustering,” In proc. of International Joint Conference on Neural Networks (IJCNN), Aug. 2013, Dallas, USA, pp. 2311-2318. [PDF]

S. Mehrkanoon, J. A. K. Suykens, “LS-SVM based solution for delay differential equations,” International Conference on Mathematical Modeling in Physical Sciences (ICM-SQUARE), Sep. 2012, Budapest, Hungary. [PDF]

S. Mehrkanoon, T. Falck, J. A. K. Suykens, “Parameter estimation for time varying dynamical systems using least squares support vector machines,” In proc. of the 16th IFAC Symposium on System Identification (SYSID), Jul. 2012, Brussels, Belgium, pp. 1300-1305. [PDF]

S. Mehrkanoon, L. Jiang, C. Alzate, J. A. K. Suykens, “Symbolic computing of LS-SVM based models,” 19th European Symposium on Artificial Neural Networks (ESANN), Apr. 2011, Bruges, Belgium, pp. 183-188. [PDF]

Z. A. Majid, S. Mehrkanoon, K. I. Othman, “Parallel block method for solving large systems of ODEs using MPI,” 4th International Conference on Applied Mathematics, Simulation, Modelling (ASM), Corfu Island, Greece, 2010. [PDF]

S. Mehrkanoon, Z. A. Majid, M. Suleiman, K. I. Othman, Z. B. Ibrahim, “3-Point implicit block multistep method half gauss seidel for the solution of first order ODEs,” In proc. of 5th Asian Mathematical Conference (AMC), Kuala Lumpur, Malaysia, 2009. [PDF]