#PartiallyLabeledData

RESEARCH BLOG

Multi-Label Semi-Supervised Learning using Regularized Kernel Spectral Clustering

- Automatic image annotation - Web page categorization - Protein function prediction - Are you confronted with partially labelled...

Multi-Class Semi-Supervised Kernel Spectral Clustering

- Only few labelled but large amount of unlabelled instances are available! - Guiding an unsupervised model with additional expert...

Large Scale Semi-Supervised Learning

- Analyzing large scale data sets (e.g 5,000,000 data points) on a laptop scale! - No super-computer is needed! - Tasks: Classification,...

CODE & DATA REPOSITORY

The software found here comes with no warranty. It is available for non-commercial research purposes only under the GNU General Public License. However, not withstanding any provision of the GNU General Public License, the software may not be used for commercial purposes without explicit written permission.

* More coming soon ...

S. Mehrkanoon, J. A. K. Suykens, "Multi-Label Semi-Supervised Learning using Regularized Kernel Spectral Clustering'', in Proc. of International Joint Conference on Neural Networks (IJCNN), Vancouver, Canada, Jul.2016, pp. 4009-4016. [PDF][Matlab Code]

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

S. Mehrkanoon, X. Huang, J.A.K. Suykens, "Non-parallel support vector classifiers with different loss functions", Neurocomputing, Vol. 143, Nov.2014, pp. 294-301.[PDF][Matlab Code]
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][Matlab Code]

S. Mehrkanoon, J.A.K. Suykens, "Learning Solutions to Partial Differential Equations using LS-SVM'', Neurocomputing, Vol. 159, 105-116, 2015. [PDF][Matlab Code]

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

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), 1356-1367, 2012. [PDF][Matlab Code]

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