-
1
-
-
34548046773
-
Application of Gaussian processes for black-box modelling of biosystems
-
Ažman K., and Kocijan J. Application of Gaussian processes for black-box modelling of biosystems. ISA Transactions 46 4 (2007) 443-457
-
(2007)
ISA Transactions
, vol.46
, Issue.4
, pp. 443-457
-
-
Ažman, K.1
Kocijan, J.2
-
3
-
-
24044457675
-
Prediction of deformed and annealed microstructures using Bayesian neural networks and Gaussian processes
-
Chandra T., Leclair S.R., Meech J.A., Verma B., Smith M., and Balachandran B. (Eds)
-
Bailer-Jones C.A.L., Sabin T.J., MacKay D.J.C., and Withers P. Prediction of deformed and annealed microstructures using Bayesian neural networks and Gaussian processes. In: Chandra T., Leclair S.R., Meech J.A., Verma B., Smith M., and Balachandran B. (Eds). Proceedings of the Australasia Pacific Forum on Intelligent Processing and Manufacturing of Materials (1997) 913-919
-
(1997)
Proceedings of the Australasia Pacific Forum on Intelligent Processing and Manufacturing of Materials
, pp. 913-919
-
-
Bailer-Jones, C.A.L.1
Sabin, T.J.2
MacKay, D.J.C.3
Withers, P.4
-
6
-
-
0001180466
-
Local model networks for nonlinear system identification
-
Brown M.D., Irwin G.W., and Lightbody G. Local model networks for nonlinear system identification. Proceedings of the 11 th IFAC Symposium on System Identification (Invited Session), Kitakyushu, Japan (1997) 709-714
-
(1997)
Proceedings of the 11 th IFAC Symposium on System Identification (Invited Session), Kitakyushu, Japan
, pp. 709-714
-
-
Brown, M.D.1
Irwin, G.W.2
Lightbody, G.3
-
8
-
-
36349007727
-
Gaussian process modelling of EEG for the detection of neonatal seizures
-
Faul S., Gregorčič G., Boylan G., Marnane W., Lightbody G., and Connolly S. Gaussian process modelling of EEG for the detection of neonatal seizures. IEEE Transactions on Biomedical Engineering 54 12 (2007) 2151-2162
-
(2007)
IEEE Transactions on Biomedical Engineering
, vol.54
, Issue.12
, pp. 2151-2162
-
-
Faul, S.1
Gregorčič, G.2
Boylan, G.3
Marnane, W.4
Lightbody, G.5
Connolly, S.6
-
9
-
-
0003424741
-
-
Ph.D. Thesis, Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
-
Gibbs, M.N., 1997. Bayesian Gaussian processes for regression and classification. Ph.D. Thesis, Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK.
-
(1997)
Bayesian Gaussian processes for regression and classification
-
-
Gibbs, M.N.1
-
11
-
-
0142199922
-
Internal model control based on a Gaussian process prior model
-
Gregorčič G., and Lightbody G. Internal model control based on a Gaussian process prior model. Proceedings of the 2003 American Control Conference, Denver, Colorado, USA (2003) 4981-4986
-
(2003)
Proceedings of the 2003 American Control Conference, Denver, Colorado, USA
, pp. 4981-4986
-
-
Gregorčič, G.1
Lightbody, G.2
-
12
-
-
85014137088
-
Gaussian process approaches to nonlinear modelling for control
-
Ruano A.E. (Ed), IEE, London, UK (Chapter 6)
-
Gregorčič G., and Lightbody G. Gaussian process approaches to nonlinear modelling for control. In: Ruano A.E. (Ed). Intelligent Control Systems Using Computational Intelligence Techniques, IEE Control Engineering Series, vol. 70 (2005), IEE, London, UK 177-217 (Chapter 6)
-
(2005)
Intelligent Control Systems Using Computational Intelligence Techniques, IEE Control Engineering Series, vol. 70
, pp. 177-217
-
-
Gregorčič, G.1
Lightbody, G.2
-
13
-
-
34548605410
-
Local model network identification with Gaussian processes
-
Gregorčič G., and Lightbody G. Local model network identification with Gaussian processes. IEEE Transactions on Neural Networks 18 9 (2007) 1404-1423
-
(2007)
IEEE Transactions on Neural Networks
, vol.18
, Issue.9
, pp. 1404-1423
-
-
Gregorčič, G.1
Lightbody, G.2
-
14
-
-
52949150838
-
Nonlinear system identification: From multiple-model networks to Gaussian processes
-
Gregorčič, G., Lightbody, G., 2008. Nonlinear system identification: from multiple-model networks to Gaussian processes. Engineering Applications of Artificial Intelligence 21 (7), 1035-1055.
-
(2008)
Engineering Applications of Artificial Intelligence
, vol.21
, Issue.7
, pp. 1035-1055
-
-
Gregorčič, G.1
Lightbody, G.2
-
15
-
-
0033686164
-
Speed control design for an experimental vehicle using a generalized gain scheduling approach
-
Hunt K.J., Johansen T.A., Kalluhl J., Fritz H., and Göttsche T. Speed control design for an experimental vehicle using a generalized gain scheduling approach. IEEE Transactions on Control Systems Technology 8 3 (2000) 381-395
-
(2000)
IEEE Transactions on Control Systems Technology
, vol.8
, Issue.3
, pp. 381-395
-
-
Hunt, K.J.1
Johansen, T.A.2
Kalluhl, J.3
Fritz, H.4
Göttsche, T.5
-
17
-
-
50649125497
-
Constructing NARMAX models using ARMAX models
-
Johansen T.A., and Foss B.A. Constructing NARMAX models using ARMAX models. International Journal of Control 58 5 (1993) 1125-1153
-
(1993)
International Journal of Control
, vol.58
, Issue.5
, pp. 1125-1153
-
-
Johansen, T.A.1
Foss, B.A.2
-
19
-
-
8744252785
-
Derivative observations used in predictive control
-
Kocijan J., and Leith D.J. Derivative observations used in predictive control. Proceedings of the 12 th IEEE Mediterranean Electrotechnical Conference, MELECON 2004, Dubrovnik, Croatia (2004) 379-382
-
(2004)
Proceedings of the 12 th IEEE Mediterranean Electrotechnical Conference, MELECON 2004, Dubrovnik, Croatia
, pp. 379-382
-
-
Kocijan, J.1
Leith, D.J.2
-
20
-
-
8744219649
-
A case based comparison of identification with neural network and Gaussian process models
-
Ruano A.E. (Ed)
-
Kocijan J., Banko B., Likar B., Girard A., Murry-Smith R., and Rasmussen C.A. A case based comparison of identification with neural network and Gaussian process models. In: Ruano A.E. (Ed). Proceedings of the IFAC International Conference on Intelligent Control Systems and Signal Processing ICONS 2003, Faro, Portugal (2003) 137-142
-
(2003)
Proceedings of the IFAC International Conference on Intelligent Control Systems and Signal Processing ICONS 2003, Faro, Portugal
, pp. 137-142
-
-
Kocijan, J.1
Banko, B.2
Likar, B.3
Girard, A.4
Murry-Smith, R.5
Rasmussen, C.A.6
-
21
-
-
84945567712
-
Predictive control with Gaussian process models
-
Kocijan J., Murray-Smith R., Rasmussen C.E., and Likar B. Predictive control with Gaussian process models. Proceedings of IEEE Region 8 Eurocon 2003: Computer as a Tool, Ljubljana, Slovenia (2003) 352-356
-
(2003)
Proceedings of IEEE Region 8 Eurocon 2003: Computer as a Tool, Ljubljana, Slovenia
, pp. 352-356
-
-
Kocijan, J.1
Murray-Smith, R.2
Rasmussen, C.E.3
Likar, B.4
-
22
-
-
8744254453
-
Gaussian process model based predictive control
-
Kocijan J., Murray-Smith R., Rasmussen C.E., and Girard A. Gaussian process model based predictive control. Proceedings of the 2004 American Control Conference, Boston, MA, USA (2004) 2214-2218
-
(2004)
Proceedings of the 2004 American Control Conference, Boston, MA, USA
, pp. 2214-2218
-
-
Kocijan, J.1
Murray-Smith, R.2
Rasmussen, C.E.3
Girard, A.4
-
23
-
-
29244441730
-
Dynamic systems identification with Gaussian processes
-
Kocijan J., Girard A., Banko B., and Murray-Smith R. Dynamic systems identification with Gaussian processes. Mathematical and Computer Modelling of Dynamical Systems 11 4 (2005) 411-424
-
(2005)
Mathematical and Computer Modelling of Dynamical Systems
, vol.11
, Issue.4
, pp. 411-424
-
-
Kocijan, J.1
Girard, A.2
Banko, B.3
Murray-Smith, R.4
-
24
-
-
0002711502
-
Optimal reduced rank modeling, prediction, monitoring, and control using canonical variate analysis
-
Larimore W.E. Optimal reduced rank modeling, prediction, monitoring, and control using canonical variate analysis. Proceedings of the IFAC International Symposium on Advanced Control of Chemical Processes, Banff, Canada (1997) 61-66
-
(1997)
Proceedings of the IFAC International Symposium on Advanced Control of Chemical Processes, Banff, Canada
, pp. 61-66
-
-
Larimore, W.E.1
-
25
-
-
0032673331
-
Analytic framework for blended multiple model systems using linear local models
-
Leith D.J., and Leithead W.E. Analytic framework for blended multiple model systems using linear local models. International Journal of Control 72 7/8 (1999) 605-619
-
(1999)
International Journal of Control
, vol.72
, Issue.7-8
, pp. 605-619
-
-
Leith, D.J.1
Leithead, W.E.2
-
26
-
-
0036996352
-
Divide & conquer identification using Gaussian process priors
-
Leith D.J., Leithead W.E., Solak E., and Murray-Smith R. Divide & conquer identification using Gaussian process priors. Proceedings of the 41 st IEEE Conference on Decision and Control, Las Vegas, Nevada, USA (2002) 624-629
-
(2002)
Proceedings of the 41 st IEEE Conference on Decision and Control, Las Vegas, Nevada, USA
, pp. 624-629
-
-
Leith, D.J.1
Leithead, W.E.2
Solak, E.3
Murray-Smith, R.4
-
29
-
-
0001341735
-
Introduction to Monte Carlo methods
-
Jordan M.I. (Ed), Kluwer Academic Press, Dordrecht
-
MacKay D.J.C. Introduction to Monte Carlo methods. In: Jordan M.I. (Ed). Learning in Graphical Models, NATO Science Series (1998), Kluwer Academic Press, Dordrecht 175-204
-
(1998)
Learning in Graphical Models, NATO Science Series
, pp. 175-204
-
-
MacKay, D.J.C.1
-
30
-
-
0003319647
-
Introduction to Gaussian processes
-
Bishop C.M. (Ed), Kluwer Academic Press, Dordrecht
-
MacKay D.J.C. Introduction to Gaussian processes. In: Bishop C.M. (Ed). Neural Networks and Machine Learning, NATO ASI Series (1998), Kluwer Academic Press, Dordrecht 133-166
-
(1998)
Neural Networks and Machine Learning, NATO ASI Series
, pp. 133-166
-
-
MacKay, D.J.C.1
-
33
-
-
0003526730
-
-
Murray-Smith, R, Johansen, T.A, Eds, Taylor & Francis, London
-
Murray-Smith, R., Johansen, T.A., (Eds.) 1997. Multiple Model Approaches to Modelling and Control. Taylor & Francis, London.
-
(1997)
Multiple Model Approaches to Modelling and Control
-
-
-
34
-
-
33645583062
-
Nonlinear adaptive control using nonparametric Gaussian process models
-
Murray-Smith R., and Sbarbaro D. Nonlinear adaptive control using nonparametric Gaussian process models. International Federation of Automatic Control, 15 th IFAC Triennial World Congress, Barcelona, Spain (2002) 934-939
-
(2002)
International Federation of Automatic Control, 15 th IFAC Triennial World Congress, Barcelona, Spain
, pp. 934-939
-
-
Murray-Smith, R.1
Sbarbaro, D.2
-
35
-
-
0142255296
-
On transient dynamics, off-equilibrium behaviour and identification in blended multiple model structures
-
Murray-Smith R., Johansen T.A., and Shorten R. On transient dynamics, off-equilibrium behaviour and identification in blended multiple model structures. Proceedings of the European Control Conference, Karlsruhe, Germany (1999) BA-14
-
(1999)
Proceedings of the European Control Conference, Karlsruhe, Germany
-
-
Murray-Smith, R.1
Johansen, T.A.2
Shorten, R.3
-
36
-
-
79953133012
-
Adaptive, cautious, predictive control with Gaussian process priors
-
Murray-Smith R., Sbarbaro D., Rasmussen C.E., and Girard A. Adaptive, cautious, predictive control with Gaussian process priors. Proceedings of the 13 th IFAC Symposium on System Identification, Rotterdam, The Netherlands (2003) 1195-1200
-
(2003)
Proceedings of the 13 th IFAC Symposium on System Identification, Rotterdam, The Netherlands
, pp. 1195-1200
-
-
Murray-Smith, R.1
Sbarbaro, D.2
Rasmussen, C.E.3
Girard, A.4
-
38
-
-
0025399567
-
Identification and control of dynamical systems using neural networks
-
Narendra K.S., and Parthasarathy K. Identification and control of dynamical systems using neural networks. IEEE Transactions on Neural Networks 1 1 (1990) 4-27
-
(1990)
IEEE Transactions on Neural Networks
, vol.1
, Issue.1
, pp. 4-27
-
-
Narendra, K.S.1
Parthasarathy, K.2
-
39
-
-
0004220749
-
Monte Carlo implementation of Gaussian process models for Bayesian regression and classification
-
Technical Report 9702, Department of Statistics, University of Toronto, January
-
Neal, R.M., 1997. Monte Carlo implementation of Gaussian process models for Bayesian regression and classification. Technical Report 9702, Department of Statistics, University of Toronto, January.
-
(1997)
-
-
Neal, R.M.1
-
40
-
-
0002978835
-
Curve fitting and optimal design for prediction (with discussion)
-
O'Hagan A. Curve fitting and optimal design for prediction (with discussion). Journal of the Royal Statistical Society B 40 1 (1978) 1-42
-
(1978)
Journal of the Royal Statistical Society B
, vol.40
, Issue.1
, pp. 1-42
-
-
O'Hagan, A.1
-
41
-
-
84899019949
-
Learning a Gaussian process prior for automatically generating music playlists
-
Platt J.C., Burges C.J.C., Swenson S., Weare C., and Zheng A. Learning a Gaussian process prior for automatically generating music playlists. Advances in Neural Information Processing Systems (2002) 1425-1432
-
(2002)
Advances in Neural Information Processing Systems
, pp. 1425-1432
-
-
Platt, J.C.1
Burges, C.J.C.2
Swenson, S.3
Weare, C.4
Zheng, A.5
-
44
-
-
13844281522
-
Incremental training of support vector machines
-
Shilton A., Palaniswami M., Ralph D., and Tsoi A.C. Incremental training of support vector machines. IEEE Transactions on Neural Networks 16 1 (2005) 114-131
-
(2005)
IEEE Transactions on Neural Networks
, vol.16
, Issue.1
, pp. 114-131
-
-
Shilton, A.1
Palaniswami, M.2
Ralph, D.3
Tsoi, A.C.4
-
45
-
-
0032664763
-
On the interpretation of local models in blended multiple model structures
-
Shorten R., Murray-Smith R., and Bjorgan R. On the interpretation of local models in blended multiple model structures. International Journal of Control 72 7/8 (1999) 620-628
-
(1999)
International Journal of Control
, vol.72
, Issue.7-8
, pp. 620-628
-
-
Shorten, R.1
Murray-Smith, R.2
Bjorgan, R.3
-
46
-
-
84867960650
-
Delay embeddings of forced systems: II stochastic forcing
-
Stark J., Broomhead D.S., Davies M.E., and Huke J. Delay embeddings of forced systems: II stochastic forcing. Journal of Nonlinear Science 13 6 (2003) 519-577
-
(2003)
Journal of Nonlinear Science
, vol.13
, Issue.6
, pp. 519-577
-
-
Stark, J.1
Broomhead, D.S.2
Davies, M.E.3
Huke, J.4
-
49
-
-
0021892282
-
Fuzzy identification of systems and its applications to modeling and control
-
Takagi T., and Sugeno M. Fuzzy identification of systems and its applications to modeling and control. IEEE Transactions on Systems, Man and Cybernetics SMC-15 1 (1985) 116-132
-
(1985)
IEEE Transactions on Systems, Man and Cybernetics
, vol.SMC-15
, Issue.1
, pp. 116-132
-
-
Takagi, T.1
Sugeno, M.2
-
50
-
-
0033339879
-
Comparison of artificial neural networks with Gaussian processes to model the yield strength of nickel-base superalloys
-
Tancret F., Bhadeshia H.K.D.H., and MacKay D.J.C. Comparison of artificial neural networks with Gaussian processes to model the yield strength of nickel-base superalloys. The Iron and Steel Institute of Japan 39 10 (1999) 1020-1026
-
(1999)
The Iron and Steel Institute of Japan
, vol.39
, Issue.10
, pp. 1020-1026
-
-
Tancret, F.1
Bhadeshia, H.K.D.H.2
MacKay, D.J.C.3
-
51
-
-
84869164437
-
Discovering hidden features with Gaussian processes regression
-
Kearns M.S., Solla S.A., and Cohn D.A. (Eds), MIT Press, Cambridge, MA
-
Vivarelli F., and Williams C.K.I. Discovering hidden features with Gaussian processes regression. In: Kearns M.S., Solla S.A., and Cohn D.A. (Eds). Advances in Neural Information Processing Systems vol. 11 (1999), MIT Press, Cambridge, MA 613-619
-
(1999)
Advances in Neural Information Processing Systems
, vol.11
, pp. 613-619
-
-
Vivarelli, F.1
Williams, C.K.I.2
-
55
-
-
0038582147
-
Prediction with Gaussian processes: From linear regression to linear prediction and beyond
-
Technical Report NCRG/97/012, Aston University, Birmingham, UK
-
Williams, C.K.I.. 1998. Prediction with Gaussian processes: from linear regression to linear prediction and beyond. Technical Report NCRG/97/012, Aston University, Birmingham, UK.
-
(1998)
-
-
Williams, C.K.I.1
-
57
-
-
85072768928
-
Gaussian processes for regression
-
Touretzky M.E.H., and Mozer M.C. (Eds), MIT Press, Cambridge, MA
-
Williams C.K.I., and Rasmussen C.E. Gaussian processes for regression. In: Touretzky M.E.H., and Mozer M.C. (Eds). Advances in Neural Information Processing Systems vol. 8 (1996), MIT Press, Cambridge, MA 514-520
-
(1996)
Advances in Neural Information Processing Systems
, vol.8
, pp. 514-520
-
-
Williams, C.K.I.1
Rasmussen, C.E.2
|