- Gavin C. Cawley and Nicola L. C. Talbot.
Efficient approximate leave-one-out cross-validation for kernel
logistic regression.
Machine Learning, vol, 71, no. 2-3,
pp. 243--264, June 2008.
@article{Cawley2008,
author = "Gavin C Cawley and Nicola L C Talbot",
title = "Efficient approximate leave-one-out cross-validation
for kernel logistic regression",
journal = "Machine Learning",
volume = 71,
number = "2--3",
pages = "243--264",
month = JUN,
year = 2008
}
- Kamel Saadi, Nicola L. C. Talbot, and Gavin C. Cawley.
Optimally regularised kernel Fisher discriminant classification.
Neural Networks, 20(7):832-841, September 2007.
DOI:10.1016/j.neunet.2007.05.005.
@article{Saadi2007,
author = "Kamel Saadi and Nicola L. C. Talbot and Gavin C. Cawley",
title = "Optimally regularised kernel {F}isher discriminant classification",
journal = "Neural Networks",
doi = "10.1016/j.neunet.2007.05.005",
volume = 20,
number = 7,
pages = "832--841",
month = SEP,
year = 2007
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Agnostic learning versus prior knowledge in the design of kernel machines.
In Proceedings of the IEEE/INNS International Joint Conference
on Neural Networks (IJCNN-2007), pages 1720-1725, Orlando,
Florida, USA, August 12-17 2007.
@inproceedings{Cawley2007d,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Agnostic learning versus prior knowledge in the
design of kernel machines",
booktitle = "Proceedings of the IEEE/INNS International Joint
Conference on Neural Networks (IJCNN-2007)",
pages = "1720--1725",
address = "Orlando, Florida, USA",
month = AUG # "~12--17",
year = 2007
}
- Gavin C. Cawley, Gareth J. Janacek, and Nicola L. C. Talbot.
Generalised kernel machines.
In Proceedings of the IEEE/INNS International Joint Conference
on Neural Networks (IJCNN-2007), pages 1732-1737, Orlando,
Florida, USA, August 12-17 2007.
@inproceedings{Cawley2007c,
author = "Gavin C. Cawley and Gareth J. Janacek
and Nicola L. C. Talbot",
title = "Generalised kernel machines",
booktitle = "Proceedings of the IEEE/INNS International Joint
Conference on Neural Networks (IJCNN-2007)",
pages = "1732--1737",
address = "Orlando, Florida, USA",
month = AUG # "~12--17",
year = 2007
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Preventing over-fitting in model selection via Bayesian regularisation of the hyper-parameters.
Journal of Machine Learning Research, 8:841-861, April 2007.
article{Cawley2007b,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Preventing over-fitting in model selection via {B}ayesian
regularisation of the hyper-parameters",
journal = "Journal of Machine Learning Research",
volume = 8,
pages = "841--861",
month = APR,
year = 2007
}
- Gavin C. Cawley, Nicola L. C. Talbot, and Mark Girolami.
Sparse multinomial logistic regression via Bayesian L1 regularisation.
In B. Schölkopf, J. C. Platt, and T. Hofmann, editors,
Advances in Neural Information Processing Systems 19,
Cambridge, MA, 2007. MIT Press.
@inproceedings{Cawley2007a,
author = "Gavin C. Cawley and Nicola L. C. Talbot and Mark Girolami",
title = "Sparse Multinomial Logistic Regression via {B}ayesian
{L1} Regularisation",
booktitle = "Advances in Neural Information Processing Systems 19",
editor = {B. Sch\"{o}lkopf and J. C. Platt and T. Hofmann},
publisher = "MIT Press",
address = "Cambridge, MA",
year = 2007
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Gene selection in cancer classification using sparse logistic
regression with Bayesian regularisation.
Bioinformatics, 2006.
See Bayesian Gene Selection for Cancer Classification.
DOI:10.1093/bioinformatics/btl386
@article{Cawley2006a,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Gene selection in cancer classification using sparse
logistic regression with {B}ayesian regularisation",
journal = "Bioinformatics",
doi = "10.1093/bioinformatics/btl386",
year = 2006
}
- Gavin C. Cawley and Nicola L. C. Talbot.
A simple trick for constructing Bayesian formulations of sparse
kernel learning methods.
In Proceedings of the IEEE/INNS International Joint Conference
on Neural Networks (IJCNN-2005), pages 1425-1430, Montreal,
Canada, July 31-August 4 2005.
@inproceedings{Cawley2005d,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "A simple trick for constructing {B}ayesian
formulations of sparse kernel learning methods",
booktitle = "Proceedings of the IEEE/INNS International Joint
Conference on Neural Networks (IJCNN-2005)",
pages = "1425--1430",
address = "Montreal, Canada",
month = JUL # "~31--" # AUG # "~4",
year = 2005
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Sparse Bayesian learning and the relevance multi-layer perceptron
network.
In Proceedings of the IEEE/INNS International Joint Conference
on Neural Networks (IJCNN-2005), pages 1320-1324, Montreal,
Canada, July 31-August 4 2005.
@inproceedings{Cawley2005c,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Sparse {B}ayesian learning and the relevance
multi-layer perceptron network",
booktitle = "Proceedings of the IEEE/INNS International Joint
Conference on Neural Networks (IJCNN-2005)",
pages = "1320--1324",
address = "Montreal, Canada",
month = JUL # "~31--" # AUG # "~4",
year = 2005
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Constructing Bayesian formulations of sparse kernel learning
methods.
Neural Networks, 18, issues 5-6:674-683, July-August 2005.
DOI:10.1016/j.neunet.2005.06.002
@article{Cawley2005e,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Constructing {B}ayesian formulations of sparse
kernel learning methods",
journal = "Neural Networks",
volume = "18, issues 5--6",
pages = "674--683",
month = JUL # "--" # AUG,
doi = "10.1016/j.neunet.2005.06.002",
year = 2005
}
- Gavin C. Cawley and Nicola L. C. Talbot.
The evidence framework applied to sparse kernel logistic
regression.
Neurocomputing, 64:119-135, 2005.
DOI:10.1016/j.neucom.2004.11.021
@article{Cawley2005f,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "The evidence framework applied to sparse kernel
logistic regression",
journal = "Neurocomputing",
volume = 64,
pages = "119--135",
doi = "10.1016/j.neucom.2004.11.021",
year = 2005
}
- K. Saadi, Nicola L. C. Talbot, and Gavin C. Cawley.
Optimally regularised kernel Fisher discriminant analysis.
In Proceedings of the 17th International Conference on Pattern
Recognition (ICPR-2004), volume 2, pages 427-430, Cambridge,
United Kingdom, August 23-26 2004.
DOI:10.1109/ICPR.2004.1334245
@inproceedings{Saadi2004a,
author = "K. Saadi and Nicola L. C. Talbot and Gavin C. Cawley",
title = "Optimally regularised kernel {F}isher discriminant
analysis",
booktitle = "Proceedings of the 17th International Conference on
Pattern Recognition (ICPR-2004)",
volume = 2,
pages = "427--430",
address = "Cambridge, United Kingdom",
month = Aug # "~23--26",
year = 2004,
doi = "10.1109/ICPR.2004.1334245"
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Efficient model selection for kernel logistic regression.
In Proceedings of the 17th International Conference on Pattern
Recognition (ICPR-2004), volume 2, pages 439-442, Cambridge,
United Kingdom, August 23-26 2004.
DOI:10.1109/ICPR.2004.1334249
@inproceedings{Cawley2004a,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Efficient model selection for kernel logistic
regression",
booktitle = "Proceedings of the 17th International Conference on
Pattern Recognition (ICPR-2004)",
address = "Cambridge, United Kingdom",
volume = 2,
pages = "439--442",
month = Aug # "~23--26",
year = 2004,
doi = "10.1109/ICPR.2004.1334249"
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Sparse Bayesian kernel logistic regression.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2004), pages 133-138, Bruges, Belgium,
April 28-30 2004.
@inproceedings{Cawley2004b,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Sparse {B}ayesian kernel logistic regression",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2004)",
pages = "133--138",
address = "Bruges, Belgium",
month = Apr # "~28--30",
year = 2004
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Fast leave-one-out cross-validation of sparse least-squares support
vector machines.
Neural Networks, 17(10):1467-1475, December 2004.
DOI:10.1016/j.neunet.2004.07.002,
PMID: 15541948
@article{Cawley2004c,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Fast leave-one-out cross-validation of sparse
least-squares support vector machines",
journal = "Neural Networks",
volume = 17,
number = 10,
pages = "1467--1475",
month = DEC,
year = 2004,
doi = "10.1016/j.neunet.2004.07.002",
pubmed = "15541948"
}
- Gavin C. Cawley and Nicola L. C. Talbot.
The evidence framework applied to sparse kernel logistic
regression.
Neurocomputing, 64 (Trends in Neurocomputing: 12th
European Symposium on Artificial Neural Networks 2004):119-135, 2004.
DOI:10.1016/j.neucom.2004.11.021
@article{Cawley2004d,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "The Evidence Framework applied to Sparse Kernel
Logistic Regression",
journal = "Neurocomputing",
volume = "64 (Trends in Neurocomputing: 12th European
Symposium on Artificial Neural Networks 2004)",
pages = "119--135",
year = 2004,
doi = "10.1016/j.neucom.2004.11.021"
}
- Gavin C. Cawley, Nicola L. C. Talbot, Robert J. Foxall,
Stephen R. Dorling, and Danilo P. Mandic.
Heteroscedastic kernel ridge regression.
Neurocomputing, 57:105-124, March 2004.
DOI:10.1016/j.neucom.2004.01.005
@article{Cawley2004e,
author = "Cawley, Gavin C. and Talbot, Nicola L. C. and
Foxall, Robert J. and Dorling, Stephen R. and
Mandic, Danilo P.",
title = "Heteroscedastic kernel ridge regression",
journal = "Neurocomputing",
pages = "105--124",
volume = 57,
month = MAR,
year = 2004,
doi = "10.1016/j.neucom.2004.01.005"
}
- Gavin C. Cawley, Nicola L. C. Talbot, Robert J. Foxall,
Stephen R. Dorling, and Danilo P. Mandic.
Unbiased estimation of conditional variance in heteroscedastic
kernel ridge regression.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2003), pages 209-214, Bruges, Belgium,
April 23-25 2003.
@inproceedings{Cawley2003b,
author = "Cawley, Gavin C. and Talbot, Nicola L. C. and
Foxall, Robert J. and Dorling, Stephen R. and
Mandic, Danilo P.",
title = "Unbiased Estimation of Conditional Variance in
Heteroscedastic Kernel Ridge Regression",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2003)",
pages = "209--214",
address = "Bruges, Belgium",
month = APR # "~23--25",
year = 2003
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Efficient cross-validation of kernel fisher discriminant
classifiers.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2003), pages 241-246, Bruges, Belgium,
April 23-25 2003.
@inproceedings{Cawley2003a,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Efficient cross-validation of kernel Fisher
discriminant classifiers",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2003)",
pages = "241--246",
address = "Bruges, Belgium",
month = Apr # "~23-25",
year = 2003
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Efficient leave-one-out cross-validation of kernel Fisher
discriminant classifiers.
Pattern Recognition, 36(11):2585-2592, November 2003.
DOI:10.1016/S0031-3203(03)00136-5
@article{Cawley2003d,
author = "Gavin C. Cawley and Nicola L. C. Talbot",
title = "Efficient leave-one-out cross-validation of
kernel {F}isher discriminant classifiers",
journal = "Pattern Recognition",
volume = 36,
number = 11,
pages = "2585--2592",
month = Nov,
year = 2003,
doi = "10.1016/S0031-3203(03)00136-5"
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Reduced rank kernel ridge regression.
Neural Processing Letters, 16(3):293-302, December 2002.
DOI:10.1023/A:1021798002258
@article{Cawley2002f,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Reduced rank kernel ridge regression",
journal = "Neural Processing Letters",
volume = 16,
number = 3,
pages = "293--302",
month = DEC,
year = 2002,
doi = "10.1023/A:1021798002258"
}
- Gavin C. Cawley and Nicola L. C. Talbot.
A greedy training algorithm for sparse least-squares support vector
machines.
In Proceedings of the International Conference on Artificial
Neural Networks (ICANN-2002), volume 2415 of Lecture Notes in
Computer Science (LNCS), pages 681-686, Madrid, Spain, August 27-30
2002. Springer.
@inproceedings{Cawley2002c,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "A Greedy Training Algorithm for Sparse
Least-Squares Support Vector Machines",
booktitle = "Proceedings of the International Conference on
Artificial Neural Networks (ICANN-2002)",
publisher = "Springer",
series = "Lecture Notes in Computer Science (LNCS)",
volume = "2415",
pages = "681--686",
address = "Madrid, Spain",
month = AUG # "~27--30",
year = 2002
}
- G. C. Cawley and N. L. C. Talbot.
Efficient formation of a basis in a kernel induced feature space.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2002), pages 1-6, Bruges, Belgium, April 24-26
2002.
@inproceedings{Cawley2002a,
author = "Cawley, G. C. and Talbot, N. L. C.",
title = "Efficient formation of a basis in a kernel
induced feature space",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2002)",
pages = "1--6",
address = "Bruges, Belgium",
month = APR # "~24--26",
year = 2002
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Improved sparse least-squares support vector machines.
Neurocomputing, 48:1025-1031, October 2002.
DOI:10.1016/S0925-2312(02)00606-9
@article{Cawley2002b,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Improved Sparse Least-Squares Support Vector
Machines",
journal = "Neurocomputing",
volume = 48,
pages = "1025--1031",
month = OCT,
year = 2002,
doi = "10.1016/S0925-2312(02)00606-9"
}
- Robert J. Foxall, Gavin C. Cawley, Nicola L. C. Talbot,
Stephen R. Dorling, and Danilo P. Mandic.
Heteroscedastic regularised kernel regression for prediction of
episodes of poor air quality.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2002), pages 19-24, Bruges, Belgium,
April 24-26 2002.
@inproceedings{Foxall2002a,
author = "Foxall, Robert J. and Cawley, Gavin C. and
Talbot, Nicola L. C. and Dorling, Stephen R. and
Mandic, Danilo P.",
title = "Heteroscedastic regularised kernel regression for
prediction of episodes of poor air quality",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2002)",
pages = "19--24",
address = "Bruges, Belgium",
month = APR # "~24--26",
year = 2002
}
- K. Saadi, Gavin C. Cawley, and Nicola L. C. Talbot.
Fast exact leave-one-out cross-validation of least-squares support
vector machines.
In Proceedings of the European Symposium on Artificial Neural
Networks (ESANN-2002), pages 149-154, Bruges, Belgium,
April 24-26 2002.
@inproceedings{Saadi2002,
author = "Saadi, K. and Cawley, Gavin C. and
Talbot, Nicola L. C.",
title = "Fast exact leave-one-out cross-validation of
least-squares support vector machines",
booktitle = "Proceedings of the European Symposium on Artificial
Neural Networks (ESANN-2002)",
pages = "149--154",
address = "Bruges, Belgium",
month = APR # "~24--26",
year = 2002
}
- Gavin C. Cawley and Nicola L. C. Talbot.
Manipulation of prior probabilities in support vector
classification.
In Proceedings of the IEEE/INNS International Joint Conference
on Neural Networks (IJCNN-2001), pages 2433-2438, Washington,
D.C., U.S.A., July 15-19 2001.
@inproceedings{Cawley2001d,
author = "Cawley, Gavin C. and Talbot, Nicola L. C.",
title = "Manipulation of prior probabilities in support vector
classification",
booktitle = "Proceedings of the IEEE/INNS International Joint
Conference on Neural Networks (IJCNN-2001)",
pages = "2433--2438",
address = "Washington, D.C., U.S.A.",
month = JUL # "~15--19",
year = 2001
}
- Gavin C. Cawley, Nicola L. C. Talbot, Gareth J. Janacek, and
Mike W. Peck.
Sparse Bayesian kernel survival analysis for modelling the growth
domain of microbial pathogens.
IEEE Transactions on Neural Networks, 17(2):471-481,
March 2006. DOI:10.1109/TNN.2005.863452
@article{Cawley2006b,
author = "Gavin C. Cawley and Nicola L. C. Talbot and
Gareth J. Janacek and Mike W. Peck",
title = "Sparse {B}ayesian kernel survival analysis for
modelling the growth domain of microbial pathogens",
journal = "IEEE Transactions on Neural Networks",
volume = 17,
number = 2,
pages = "471--481",
month = MAR,
doi = "10.1109/TNN.2005.863452",
year = 2006
}
- Gavin C. Cawley, Nicola L. C. Talbot, G. J. Janacek, and
Mike W. Peck.
Bayesian kernel learning methods for parametric accelerated life
survival analysis.
In J. Winkler, N. Lawrence, and M. Niranjan, editors,
Proceedings of the Machine Learning Workshop, volume 3635
of Lecture Notes on Artificial Intelligence, pages 37-55, Berlin,
2005. Springer Verlag.
@inproceedings{Cawley2005b,
author = "Cawley, Gavin C. and Talbot, Nicola L. C. and
Janacek, G. J. and Peck, Mike W.",
title = "{B}ayesian kernel learning methods for parametric
accelerated life survival analysis",
booktitle = "Proceedings of the Machine Learning Workshop",
editor = "Winkler, J. and Lawrence, N. and Niranjan, M.",
series = "Lecture Notes on Artificial Intelligence",
volume = "3635",
pages = "37--55",
publisher = "Springer Verlag",
address = "Berlin",
year = 2005
}
- Gary C. Barker, Nicola L. C. Talbot, and Michael W. Peck.
Risk assessment for Clostridium botulinum: a network
approach.
International Journal of Biodeterioration and
Biodegredation, 50:167-175, 2002.
DOI:10.1016/S0964-8305(02)00083-5
@article{Barker2002,
author = "Gary C. Barker and Nicola L. C. Talbot and Michael W. Peck",
title = "Risk assessment for \emph{Clostridium botulinum}:
a network approach",
journal = "International Journal of Biodeterioration and
Biodegredation",
volume = 50,
pages = "167--175",
year = 2002,
doi = "10.1016/S0964-8305(02)00083-5"
}
- Mike W. Peck, Nicola L. C. Talbot, and Gary C. Barker.
Risk assessment for spore-forming bacteria in food: Bayesian belief
representations.
In A. C. J. Tuitelaars, R. A. Samson, F. M. Rombouts, and
S. Notermans, editors, Food Microbiology and Food Safety into
the next millennium, pages 442-443, The Netherlands, 1999.
Foundation Food Micro '99: A.J.Zeist.
@inproceedings{Peck1999,
author = "Mike W. Peck and Nicola L. C. Talbot and
Gary C. Barker",
title = "Risk assessment for spore-forming bacteria in
food: {B}ayesian belief representations",
booktitle = "Food Microbiology and Food Safety into the next
millennium",
pages = "442--443",
address = "The Netherlands",
year = 1999,
publisher = "Foundation Food Micro '99: A.J.Zeist",
editor = "A. C. J. Tuitelaars and R. A. Samson and
F. M. Rombouts and S. Notermans"
}
- Gary C. Barker, Nicola L. C. Talbot, and Mike W. Peck.
Microbial risk assessment for sous-vide foods.
Third European Symposium on Sous-Vide, March 1999.
@article{Barker1999a,
author = "Gary C. Barker and Nicola L. C. Talbot
and Mike W. Peck",
title = "Microbial risk assessment for sous-vide foods",
journal = "Third European Symposium on Sous-Vide",
address = "Leuvan",
month = MAR,
year = 1999
}
- Mike W. Peck, Nicola L. C. Talbot, and Gary C. Barker.
Quantitative risk assessment for Clostridium botulinum in
minimally processed foods, November 1998.
Oral presentation and abstract at IBRCC (Interagency botulism
research co-ordinating committee) meeting.
@misc{Peck1998,
author = "Mike W. Peck and Nicola L. C. Talbot and
Gary C. Barker",
title = "Quantitative risk assessment for \emph{Clostridium
botulinum} in minimally processed foods",
note = "Oral presentation and abstract at IBRCC
(Interagency botulism research co-ordinating
committee) meeting",
address = "Fort Washington, Pennsylvannia, USA",
month = NOV,
year = 1998
}
- Gary C. Barker, Nicola L. C. Talbot, and Mike W. Peck.
Mathematical aspects of quantitative risk assessment, March 1997.
Invited oral presentation at BBSRC Food Directorate Microbiology
Workshop.
@misc{Barker1997a,
author = "Gary C. Barker and Nicola L. C. Talbot and
Mike W. Peck",
title = "Mathematical aspects of quantitative risk
assessment",
note = "Invited oral presentation at BBSRC Food Directorate
Microbiology Workshop",
address = "Birmingham, UK",
month = Mar,
year = 1997
}
- Gary C. Barker, Nicola L. C. Talbot, and Mike W. Peck.
Microbial risk assessment: a network approach, January 1997.
Poster presentation and abstract at Department of Health/ACDP
Seminar on Microbial Risk Assessment.
@misc{Barker1997b,
author = "Gary C. Barker and Nicola L. C. Talbot and
Mike W. Peck",
title = "Microbial risk assessment: a network approach",
note = "Poster presentation and abstract at Department of
Health/ACDP Seminar on Microbial Risk Assessment",
address = "London, UK",
month = Jan,
year = 1997
}
- Gary C. Barker, Nicola L. C. Talbot, and Mike W. Peck.
Risk assessment for microbial contamination hazards: a network
approach, November 1996.
Poster presentation and abstract at MAFF Hygienic Food Processing Workshop for Engineers and Microbiologists.
@misc{Barker1996,
author = "Gary C. Barker and Nicola L. C. Talbot and
Mike W. Peck",
title = "Risk assessment for microbial contamination hazards:
a network approach",
note = "Poster presentation and abstract at MAFF Hygienic
Food Processing Workshop for Engineers and
Microbiologists",
address = "London, UK",
month = NOV,
year = 1996
}