Algorithms Research of the SMC group can be divided into 5 major
topics:
System Identification and ControlRealization theory, state reconstruction, subspace methods, Kalman filtering, recursive estimation, linear and nonlinear modelling, time-series, behavioral modelling, time-series analysis and prediction, stability, dissipativity, model predictive control, robust control. More on System Identification...[Related publications] Numerical Linear Algebra & Optimization
ICA, multilinear algebra, simultaneous matrix decompositions, generalized SVD, TLS, structured TLS, convex optimization...
[Related publications] |
Support Vector Machines and Kernel Based Learning(LS-)SVMs, kernel based models for regression and classification, kernel PCA, CCA, PLS, ICA, spectral clustering, learning theory, supervised-, semi-supervised and unsupervised learning, robustness, kernel design, model selection, structured modelling...[Related publications] Neural Networks & Complex SystemsCellular neural networks, cellular automata, recurrent networks, chaotic systems, synchronization theory, collective behaviour, cooperative search processes, complex networks... Read more...[Related publications] Quantum Information TheoryEntanglement characterization, entanglement distillation, quantum computation.[Related publications] |