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1 Books - Authored
Dual Active Contour Models for Image Feature
Extraction
PhD thesis
University of Southampton, (Southampton,
U.K.), 1996.
2 Books - Edited
3 Books - Short Works
Tracer Kinetic Modeling via Basis Pursuit
In M. Senda, Y. Kimura, and P. Herscovitch, editors,
Brain Imaging using PET
Academic Press, 2002.
Neurofuzzy Systems Modelling: A Transparent Approach
In K. Warwick, editor, Dealing with Complexity: A
Neural Network Approach
Springer Verlag, 1997.
4 Conference Contributions - Refereed
Sparse Kernel Methods
Proc. 13th IFAC Symposium on System Identification
(Rotterdam, Netherlands), 2003.
Fusing Complementary Operators to Enhance
Foreground/Background Segmentation
Proc. British Machine Vision Conference
(Norwich, U.K.), 2003.
Nonlinear Active Handwriting Models and their Applications
to Handwritten Chinese Radical Recognition
Proc. Seventh Int. Conf. on Document Analysis and Recognition
(Edinburgh, U.K.), 2003.
A Radical Approach to Handwritten Chinese Character
Recognition using Active Handwriting Models
Proc. IEEE Conf. Computer Vision and Pattern Recognition
pages 670-675, (Hawaii, U.S.A.), 2001.
A Comparison among Radical Approaches to Handwritten
Chinese Character Recognition
Proc. Int. Conf. on Chinese Computing
pages 213-219, (Singapore), November 2001.
Comparison of Modelling Techniques in the Analysis of
Commercial Materials Data
Proc. Intelligent Processing and Manufacturing of Materials
(Vancouver, Canada), 2001.
Regression Models for classification to Enhance
Interpretability
Proc. Intelligent Processing and Manufacturing of Materials
(Vancouver, Canada), 2001.
Classification of Imbalanced Data with Transparent
Kernels
Proc. INNS-IEEE Int. Joint Conf. on Neural Networks
pages 2410-2415, (Washington, DC,
U.S.A.), 2001.
A New Implementation for SVM Regression based on Mean
Field Analysis
Proc. Computational Intelligence for Modelling Control and
Automation
(Las Vegas, U.S.A.), 2001.
A Model-Based Image Segmentation Framework using Labeled
and Unlabeled Data
Proc. Int. Conf. Advanced Concepts For Intelligent Vision Systems
pages 112-116, (Baden-Baden, Germany), July 2001.
Control Sensitivity SVM for Imbalanced Data
Proc. Int. Conf. Artificial Neural Networks and Genetic
Algorithms
(Prague, Czech Republic), 2001.
Approaches to Imbalanced Data for Classification: A Case
Study
Proc. Computational Intelligence Methods and Applications
(Bangor, U.K.), 2001.
Texture Analysis with the Volterra Model using Conjugate
Gradient Optimisation
Proc. Nineth European Symposium on Artificial Neural Networks
pages 211-216, (Brussels, Belgium), 2001.
Modeling the Acoustic-to-Auditory Ttransformation for Stop
Consonant-Vowel Syllables
Proc. Fifth Int. Conf. on Cognitive and Neural Systems
2001.
Active Radical Modeling for Handwritten Chinese
Characters
Proc. Sixth Int. Conf. on Document Analysis and Recognition
pages 236-240, (Seattle, U.S.A.), 2001.
A Case Study of SVM Extension Techniques on
Classification of Imbalanced Data
Proc. Int. Conf. Neural Networks and Applications
pages 309-314, (Puerto de la Cruz, Canary
islands, Spain), 2001.
A Variational Approach for Adapting Kernels in Support
Vector Regression
Advances in Neural Information Processing Systems (NIPS13) Kernel
Workshop
(Breckenridge, CO, U.S.A.), 2000.
Assessing the Stability of Advanced Transparent Modelling
Techniques
CRM Workshop on Combining and Selecting Models using Machine Learning
Algorithms
(Montreal, Canada), 2000.
A Supervised Method for PET Reference Region
Extraction
Proc. Medical Image Understanding and Analysis
pages 179-182, (London, U.K.), 2000.
The Error Bar Estimation for Soft Classification with
Gaussian Process Models
Proc. ICSC Second Int. Symp. Neural Computation
(Berlin, Germany), 2000.
SUPANOVA - A Sparse, Transparent Modelling
Approach
Advances in Neural Information Processing Systems (NIPS12) Kernel
Workshop
(Denver, U.S.A.), 1999.
Data Driven Knowledge Extraction of Materials
Properties
Proc. Intelligent Processing and Manufacturing of Materials
pages 361-366, (Hawaii, U.S.A.), 1999.
Learning Phonetic Distinctions from Speech Signals
Proc. Eurospeech
pages 2675-2678, (Budapest, Hungary), 1999.
SUPANOVA - A Sparse, Transparent Modelling
Approach
Proc. IEEE Int. Workshop on Neural Networks for Signal Processing
pages 21-30, (Madison, Wisconsin), 1999.
On The Learnability of the Voicing Contrast for Initial
Stops
Proc. Int. Conf. on Spoken Language Processing
pages 2143-2146, (Sydney, Australia), 1998.
Edge Detection Error in the Discrete Laplacian of
Gaussian
Proc. IEEE Int. Conf. on Image Processing
(Chicago, U.S.A.), 1998.
Empirical Data Modelling Algorithms: Additive Spline Models
and Support Vector Machines
Proc. UKACC Int. Conf. on Control
(Swansea, U.K.), 1998.
Considerations on Extended Feature Vectors in Automatic
Face Recognition
Proc. IEEE Int. Conf. Systems, Man, and Cybernetics
Volume 5, pages 4075-4080, (Orlando, U.S.A.), 1997.
Using MRI to Image the Moving Vocal Tract during
Speech
Proc. Eurospeech
Volume 4, pages 2027-2030, (Rhodes, Greece), 1997.
Snake Head Boundary Extraction using Local and Global
Energy Minimisation
Proc. IEEE Int. Conf. on Pattern Recognition
pages 581-585, (Vienna, Austria), 1996.
A Model Based Dual Active Contour
In E. Hancock, editor, Proc. British Machine Vision
Conference
pages 305-314, (York, U.K.), 1994. BMVA Press.
A Dual Active Contour Incorporating Parametric Shape
Description
In M. Holt, C. Cowan, P. Grant, and W. Sandham, editors,
Proc. European Signal Processing
pages 435-438, (Edinburgh, U.K.), 1994.
5 Conference Contributions - Other
Kernel Feature Selection
Proc. BCS-PAR Summer School on Pattern Recognition
(Exeter, U.K.), 2003.
Support Vector Machines
Proc. Summer School on Neural Networks in Classification, Regression and Data
Mining
(Porto, Portugal), 2003.
Sparse Kernel Methods
Proc. ICANN Workshop on Advances in Kernel Methods for Signal
Processing
(Madrid, Spain), 2002.
Support Vector Machines
Proc. Summer School on Neural Networks in Supervised Classification and
Regression
(Porto, Portugal), 2002.
Structural Modelling with Sparse Kernels
Proc. Natural Computing Applications Forum
(Royal Holloway, U.K.), September 2001.
Sparse Kernel Learning
Proc. Workshop on Uncertainty In Geometric Computations
(Sheffield, U.K.), July 2001.
Learning Sparse Representations
Proc. Mini-Symposium on Model Selection and Learning in Computer
Vision
(Lake District, U.K.), 2000. Rank Prize Funds.
Empirical Data Modelling with Support Vector Machines
Proc. Workshop on Neural Networks for Remote Sensing
(Southampton, U.K.), 2000.
Support Vector Machines
Proc. Workshop on Support Vector Machines
(University of Adelaide, Australia), 1999.
Understanding Complex Datasets
Young Statisticians Meeting
(Bristol, U.K.), 1999. Royal Statistical Society.
Neurofuzzy Empirical Data Modelling
What can Neural Networks offer Sensory Information Processing?
(Sira Technology Centre, Kent, U.K.), May
1998.
Neurofuzzy Model Building Algorithms
Proc. Neural Computing Applications Forum
(Bath, U.K.), September 1997.
Neurofuzzy Model Building Algorithms and their Application
in Non-Stationary Environments
Proc. Neural Computing Applications Forum
(Edinburgh, U.K.), September 1996.
A Dual Active Contour for Head Boundary Extraction
Colloq. on Image Processing for Biometric Measurement
pages 6/1-4, (London, U.K.), 1994.
6 Departmental Working Papers
A Probabilistic method for estimating the similarity of
Trajectories of Mobile Objects
Technical Report, Equator-02-048
Equator, (Southampton, U.K.), 2002.
Estimation of American Option Prices and Exercise
Boundaries using the Relevance Vector Machine
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2001.
Exploration of Methods for Automatic Whale
Identification
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2001.
Project Special Brew: Supercomputing on a budget
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2001.
A Variational Approach for Support Vector Regression based
on a Probabilistic Framework
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
Artificial Neural Network Typing Recognition
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
A Variational Bayesian Approach to Kernel-based Modelling
Methods with Input Uncertainty
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
Bayesian Inference Using Variational Learning - A
Review
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
Support Vector Machines for Classification and
Regression
Technical Report, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 1998.
7 Edited Works: Contributions
Comparison of Modelling Techniques in the Analysis of
Commercial Materials Data
In J.A. Meech, M.M. Veiga, Y. Kawazoe, and S.R. LeClair,
editors, Intelligence in a Materials World
pages 49-58, (New York), 2002. CRC Press.
Adapting Kernels by Variational Approach in SVM
In B. McKay and J. Slaney, editors, AI 2002:
Advances in Artificial Intelligence
Volume 2557 of Lecture Notes in Artificial Intelligence, pages 395-406, (Canberra,
Australia), December 2002. Springer.
Markov Random Field Models for Segmentation of PET
Images
In M.F. Insana and R.M. Leahy, editors, Information
Processing in Medical Imaging
Volume 2082 of Lecture Notes in Computer Science, pages 468-474.
Springer, 2001.
Modelling with Support Vector Machines
In P. Albertos and A. Sala, editors, Lecture Notes
on Iterative Identification and Control Design
pages 289-321, (Valencia, Spain), 2000. European Science
Foundation.
Network Performance Assessment for Neurofuzzy Data
Modelling
In X. Liu, P. Cohen, and M. Berthold, editors,
Intelligent Data Analysis
Volume 1208 of Lecture Notes in Computer Science, pages 313-323, 1997.
Improving Snake Performance via a Dual Active Contour
In V. Hlavac and R. Sara, editors, Computer Analysis
of Images and Patterns
Volume 970 of Lecture Notes in Computer Science, pages 600-605. Springer
Verlag, 1995.
8 Editorships - Journal
9 Editorships - Newsletter
10 Journal Letters
11 Journal Papers - Academic Journals
Estimation of parametric maps from dynamic PET studies
using linear least squares and rank-shaping
IEEE Trans. on Medical Imaging
2003
(Submitted for Publication).
A Geometrical Analysis and Efficient Algorithm for Basis
Pursuit Regression
Neural Computation
2003
(Submitted for Publication).
SVM Regression through Variational Methods and its
Sequential Implementation
Neurocomputing
2003
(Accepted for Publication).
An approach to Off-Line Handwritten Chinese Character
Recognition based on Hierarchical Radical Decomposition
Journal of Quantitative Linguistics
2003
(Accepted for Publication).
Modelling of Microstructural Effects in the Fatigue of
Austempered Ductile Iron
Materials Science and Engineering
Volume A346, pages 273-286, 2003.
Handwritten Chinese Radical Recognition using Nonlinear
Active Shape Models
IEEE Trans. on Pattern Analysis and Machine Intelligence
Volume 25, number 2,
pages 277-280, 2003.
Mean Field Method for the Support Vector Machine
Regression
Neurocomputing
Volume 50, pages 391-405, 2003.
Positron Emission Tomography Compartmental Models: A Basis
Pursuit Strategy for Kinetic Modelling
Journal of Cerebral Blood Flow and Metabolism
Volume 22, number 12,
pages 1425-1439, 2002.
Structural Modelling with Sparse Kernels
Machine Learning
Volume 48, number 1,
pages 137-163, 2002.
Handwritten Chinese Character Recognition using Nonlinear
Active Shape Models and the Viterbi Algorithm
Pattern Recognition Letters
Volume 23, number 14,
pages 1853-1862, 2002.
A Probabilistic Framework for SVM Regression and Error
Bar Estimation
Machine Learning
Volume 46, number 1,
pages 71-89, 2002.
The Relevance Vector Machine Technique for Channel
Equalization Application
IEEE Trans. on Neural Networks
Volume 12, number 6,
pages 1529-1532, 2001.
Positron Emission Tomography Compartmental Models
Journal of Cerebral Blood Flow and Metabolism
Volume 21, number 6,
pages 635-652, 2001.
On a Class of Support Vector Kernels Based on Frames in
Function Hilbert Spaces
Neural Computation
Volume 13, pages 1975-1994, 2001.
Recognition Rule Acquisition by an Advanced Extension
Matrix Algorithm
Int. Journal of Engineering Intelligent Systems
Volume 8, number 2,
pages 97-101, 2000.
Neurofuzzy and SUPANOVA Modelling of Structure-Property
Relationships in Al-Zn-Mg-Cu Alloys
Materials Science Forum
Volume 331-337, pages 1255-1260, 2000.
Adaptive Numerical Modelling of Commercial Aluminium Plate
Performance
Materials Science Forum
Volume 331-337, pages 533-538, 2000.
Decision Feedback Equalizer Design using Support Vector
Machines
IEE Proceedings Vision, Image and Signal Processing
Volume 147, number 3,
pages 213-219, 2000.
Extracting Phonetic Knowledge from Learning Systems:
Perceptrons, Support Vector Machines and Linear Discriminants
Applied Intelligence
Volume 12, number 1-2,
pages 43-62, 2000.
Linear Spectral Mixture Models and Support Vector Machines
for Remote Sensing
IEEE Trans. on Geoscience and Remote Sensing
Volume 38, number 5,
pages 2346-2360, 1999.
Support Vector Machines for Optimal Classification and
Spectral Unmixing
Ecological Modelling
Volume 120, pages 167-179, 1999.
On the Discrete Representation of the Laplacian of
Gaussian
Pattern Recognition
Volume 32, number 8,
pages 1463-1472, 1998.
Global and Local Active Contours for Head Boundary
Extraction
Int. Journal of Computer Vision
Volume 30, number 1,
pages 43-54, 1998.
A Robust Snake Implementation: A Dual Active Contour
IEEE Trans. on Pattern Analysis and Machine Intelligence
Volume 19, number 1,
pages 63-68, 1997.
12 Journal Papers - Professional Journals
13 Journal Papers - Popular Journals
14 Official Reports : Whole Report
14 Official Reports : Part of Report
15 Review Articles in Academic Publications
16 Reviews of Single Academic Books
17 Other Publications - Research
A Dual Active Contour for Improved Snake Performance
Research Journal, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 1995.
A Dual Active Contour Including Parameteric Shape
Research Journal, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 1994.
18 Other Publications - Research Equivalent
19 Other Media - Research : All Produced by Author
C++ Machine Learning Platform
(Internal)
June 1999.
C Active Contour Toolkit
(Internal)
December 1997.
19 Other Media - Research : Part Produced by Author
MATLAB Neurofuzzy Toolbox
(Internal)
September 1997.
20 Other Media - Research Equivalent : All Produced by Author
20 Other Media - Research Equivalent : Part Produced by Author
Electrical Power Engineering
Brochure, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2001.
Communications
Brochure, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
Declarative Systems and Software Engineering
Brochure, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.
Image, Speech and Intelligent Systems
Brochure, School of Electronics and Computer Science
University of Southampton, (Southampton,
U.K.), 2000.