Journals Articles
- Leithead, W. E., Yunong Zhang, O(N2)-operation approximation of covariance matrix inverse in Gaussian process regression based on quasi-Newton BFGS method, Comms in Statistics - Simulation and Computation, accepted, 2005.
- Leith, D.J., Leithead, W.E., Murray-Smith,R., Inference of disjoint linear and
nonlinear sub-domains of a nonlinear mapping, Automatica, Vol 42, No 5, pp 849 - 858, 2006.
- Yunong Zhang, Leithead, W. E., Approximate implementation of the logarithm of the matrix
determinant in Gaussian process regression, Jour. Statistical Computation and Simulation, in press, 2005.
- Yunong Zhang, Leithead, W. E., Exploiting hessian matrix and trust-region
algorithm in hyperparameter estimation on Gaussian processes, Applied Mathematics & Computation 171, pp 1264 - 1281, 2005.
Books
- Ragnoli, E., Leithead, W. E., Reconciliation of Inconsistencies in the
Theory of Linear Systems in Springer Verlag LNCS 3355, Switching and
Learning in Feedback systems, European Summer School on Multi-Agent Control
Maynooth, Ireland September 2003.
Proceedings
- Neo, K. S., Leithead, W. E., Zhang, Y., Muti-frequency scale Gaussian regression for noisy time-series data, Proc. of the 6th bi-ennial UKACC Control Conference, International Control Conference 2006, Glasgow, August 2006. (Accepted).
- Leithead, W. E., Ragnoli, E., O'Reilly, J., Open-loop Unstable Feedback Systems with Double-Sided Inputs: an Explicit Demostration of Self-Consistency, Proc. of the 44th IEEE Conference on Decision and Control, and the European Control Conference, Seville, December 2005.
- Zhang Y., Leithead, W. E., Leith, D. J., Time-series Gaussian process regression based on Toeplitz computation of O(N2) operations and O(N)-level Storage, CDC/ECC, Seville, December 2005.
- Leithead, W.E., Identification of nonlinear dynamic systems by combining equilibrium and off-equilibrium information, Best paper award, ICIECA, Quito, December 2005.
- Leithead, W.E., Yunong Zhang, Neo, K. S., Wind turbine rotor acceleration: identification using Gaussian regression, ICINCO, Barcelona, September 2005.
- Leithead, W. E., Yunong Zhang, Leith, D. J., Approximation of the log-determinant & BFGS updating for efficient use in gaussian processes, Proc. of the 16th IFAC World Congress, Prague, July 2005.
- Leithead, W. E., Neo, K. S., Leith, D. J., Gaussian regression based on models with two stochastic processes, Proc. of the 16th IFAC World Congress, Prague, July 2005.
- Leithead, W. E., Solak, E., Leith, D. J., Direct identification of nonlinear structure using Gaussian process prior models, Proc. European Control Conference, Cambridge, September 2003.
- Leith, D. J., Leithead, W. E., Murray-Smith, R., Nonlinear structure identification with application to Wiener-Hammerstein systems, Proc. System Identification Conference, Rotterdam, August 2003.
- Leithead, W. E., Hardan, F., Leith, D. J., Identification of aerodynamics and drive-train dynamics for a variable speed wind turbine, Proc. European Wind Energy Conference, Madrid, July 2003.
- Leithead, W. E., O'Reilly, J., A consistent time-domain and frequency-domain representation for discrete-time linear time-invariant feedback systems, Proc. American Control Conference, Denver, June 2003.
- Solak, E., Murray-Smith, R., Leithead, W. E., Leith, D. J., Rasmusson, C., Derivative observations in Gaussian process models of dynamic systems, Proc. Advances in Neural Information Processing Systems, Vancouver, December, 2002.
- Leith, D. J., Leithead, W. E., Solak, E., Murray-Smith, R., Divide and conquer identification using Gaussian process priors, Proc. IEEE Conference on Decision & Control, Los Vegas, December 2002.
- Leithead, W. E., Leith, D. J., A Gaussian process/velocity-based framework for
nonlinear modelling and control, Proc. ISSC, Dublin, June, 2000.
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