# School of Mathematics

## Prof Kanti V Mardia

Senior Research Professor

Statistics

### Contact details

Room: 11.12

Tel: +44 (0)113 3435100

Email: K.V.Mardia @ leeds.ac.uk

## Current postgraduate students

Mai Alfahad (2014)

Philippa Burdett (2009)

## Publications

**Rueda C, Fernández MA, Barragán S, Mardia KV, Peddada SD** Circular piecewise regression with applications to cell-cycle data *Biometrics*, **72**, 1266-1274, 2016

DOI:10.1111/biom.12512

View abstract

**Forbes PGM, Mardia KV** A fast algorithm for sampling from the posterior of a von Mises distribution *Journal of Statistical Computation and Simulation*, **85**, 2693-2701, 2015

DOI:10.1080/00949655.2014.928711

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**Mardia KV, Voss J** Some Fundamental Properties of Multivariate von Mises Distributions *Communications in Statistics— Theory and Methods*, **43**, 1132-1144, 2014

DOI:10.1080/03610926.2012.670353

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**Valentin JB, Andreetta C, Boomsma W, Bottaro S, Ferkinghoff-Borg J, Frellsen J, Mardia KV, Tian P, Hamelryck T** Formulation of probabilistic models of protein structure in atomic detail using the reference ratio method. *Proteins*, **82**, 288-299, 2014

DOI:10.1002/prot.24386

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**Valentin JB, Andreetta C, Boomsma W, Bottaro S, Ferkinghoff-Borg J, Frellsen J, Mardia KV, Tian P, Hamelryck T** Formulation of probabilistic models of protein structure in atomic detail using the reference ratio method *Proteins: Structure, Function and Bioinformatics*, **82**, 288-299, 2014

DOI:10.1002/prot.24386

View abstract

**Forbes PGM, Mardia KV** A fast algorithm for sampling from the posterior of a von Mises distribution *Journal of Statistical Computation and Simulation*, 2014

DOI:10.1080/00949655.2014.928711

View abstract

**Mardia KV, Fallaize CJ, Barber S, Jackson RM, Theobald DL** Bayesian alignment of similarity shapes *Annals of Applied Statistics*, **7**, 989-1009, 2013

DOI:10.1214/12-AOAS615

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**Olsson S, Frellsen J, Boomsma W, Mardia KV, Hamelryck T** Inference of structure ensembles of flexible biomolecules from sparse, averaged data. *PLoS One*, **8**, e79439, 2013

DOI:10.1371/journal.pone.0079439

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**Mardia KV** Statistical approaches to three key challenges in protein structural bioinformatics *Journal of the Royal Statistical Society. Series C: Applied Statistics*, 2013

DOI:10.1111/rssc.12003

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**Mardia KV, Fallaize CJ, Green PJ, Barber S** Bayesian protein sequence and structure alignment *Journal of the American Statistical Association*, 2013

**Mardia KV** Statistical challenges in structural protein bioinformatics *Journal of the Royal Statistical Society Series C: Applied Statistics*, 2013

**Mardia KV, Petty EM, Taylor CC** Matching markers and unlabelled configurations in protein gels *Annals of Applied Statistics*, **6**, 853-869, 2013

**Taylor CC, Mardia KV, Di Marzio M, Panzera A** Validating protein structure using kernel density estimates *Journal of Applied Statistics*, **39**, 2379-2388, 2012

DOI:10.1080/02664763.2012.710898

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**Mardia KV, Kent JT, Zhang Z, Taylor CC, Hamelryck T** Mixtures of concentrated multivariate sine distributions with applications to bioinformatics *Journal of Applied Statistics*, **39**, 2475-2492, 2012

DOI:10.1080/02664763.2012.719221

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**Hamelryck T; Mardia K; Ferkinghoff-Borg J ** *Bayesian Methods in Structural Bioinformatics*. Springer 2012

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**Kent JT, Mardia KV** A geometric approach to projective geometry and the cross-ratio *Biometrika*, **99**, 833-849, 2012

**Cooper SB, Mardia K** Alan Turing and Enigmatic Statistics *Bulletin of the Brasilian Section of the International Society for Bayesian Analysis*, **5**, 2-7, 2012

**Mardia KV, Nyirongo VB, Fallaize CJ, Barber S, Jackson RM** Hierarchical bayesian modeling of pharmacophores in bioinformatics. *Biometrics*, **67**, 611-619, 2011

DOI:10.1111/j.1541-0420.2010.01460.x

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**Hommola K, Gilks WR, Mardia KV** Log-linear modelling of protein dipeptide structure reveals interesting patterns of side-chain-backbone interactions. *Stat Appl Genet Mol Biol*, **10**, Article-8, 2011

DOI:10.2202/1544-6115.1579

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**Mardia KV** Bayesian analysis for bivariate von Mises distributions *J APPL STAT*, **37**, 515-528, 2010

DOI:10.1080/02664760903551267

**Mardia KV, Kent JT, Hughes G, Taylor CC** Maximum likelihood estimation using composite likelihoods for closed exponential families *BIOMETRIKA*, **96**, 975-982, 2009

DOI:10.1093/biomet/asp056

**Dowd PA, Martin JA, Xu C, Fowell RJ, Mardia KV** A three-dimensional fracture network dataset for a block of granite *INT J ROCK MECH MIN*, **46**, 811-818, 2009

DOI:10.1016/j.ijrmms.2009.02.001

**Pardo-Iguzquiza E, Mardia KV, Chica-Olmo M** MLMATERN: A computer program for maximum likelihood inference with the spatial Matern covariance model *COMPUT GEOSCI-UK*, **35**, 1139-1150, 2009

DOI:10.1016/j.cageo.2008.09.009

**Frellsen J, Moltke I, Thiim M, Mardia KV, Ferkinghoff-Borg J, Hamelryck T** A probabilistic model of RNA conformational space. *PLoS Comput Biol*, **5**, e1000406, 2009

DOI:10.1371/journal.pcbi.1000406

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**Mardia KV ** *Jacobians Under Constraints and Statistical Bioinformatics*ADVANCES IN MULTIVARIATE STATISTICAL METHODS, 73-78 2009

**Mardia KV, Nyirongo VB** Simulating Virtual Protein C-alpha Traces with Applications *J COMPUT BIOL*, **15**, 1209-1220, 2008

DOI:10.1089/cmb.2007.0092

**Boomsma W, Mardia KV, Taylor CC, Ferkinghoff-Borg J, Krogh A, Hamelryck T** A generative, probabilistic model of local protein structure *P NATL ACAD SCI USA*, **105**, 8932-8937, 2008

DOI:10.1073/pnas.0801715105

**Mardia KV, Hughes G, Taylor CC, Singh H** A multivariate von Mises distribution with applications to bioinformatics *CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE*, **36**, 99-109, 2008

**Mardia KV** Gait-based human recognition by classification of cyclostationary processes on nonlinear shape manifolds - Comment *J AM STAT ASSOC*, **102**, 1124-1125, 2007

DOI:10.1198/016214507000001210

**Davies JR, Jackson RM, Mardia KV, Taylor CC** The Poisson Index: a new probabilistic model for protein ligand binding site similarity. *Bioinformatics*, **23**, 3001-3008, 2007

DOI:10.1093/bioinformatics/btm470

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**Dowd PA, Xu CS, Mardia KV, Fowell RJ** A comparison of methods for the stochastic simulation of rock fractures *MATH GEOL*, **39**, 697-714, 2007

DOI:10.1007/s11004-007-9116-6

**Mardia KV, Nyirongo VB, Green PJ, Gold ND, Westhead DR** Bayesian refinement of protein functional site matching. *BMC Bioinformatics*, **8**, 257, 2007

DOI:10.1186/1471-2105-8-257

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**Mardia KV; Petty EM; Taylor CC ** *Using EM to Superimpose 2D Images of Polyacrylamide Gels*Systems Biology&Statistical Bioinformatics, pp.121 2007

**Barber S; Baxter PD; Mardia KV ** *Systems Biology and Statistical Bioinformatics*. Leeds University Press 2007

**Mardia KV** On Some Recent Advancements in Applied Shape Analysis and Directional Statistics In *Systems Biology&Statistical Bioinformatics*, 9-17, 2007

**Mardia KV, Taylor CC, Subramaniam GK** Protein bioinformatics and mixtures of bivariate von Mises distributions for angular data *BIOMETRICS*, **63**, 505-512, 2007

DOI:10.1111/j.1541-0420.2006.00682.x

**Xu C, Dowd PA, Mardia KV, Fowell RJ** Comparisons of stochastic rock fracture simulations *Mathematical Geology*, 2007

**Mardia KV, Nyirongo VB, Walder AN, Xu C, Dowd PA, Fowell RJ, Kent JT** Markov chain Monte Carlo implementation of rock fracture modelling *MATH GEOL*, **39**, 355-381, 2007

DOI:10.1007/s11004-007-9099-3

**Lasinio G, Sahu SK, Mardia KV** Modeling Rainfall Data Using a Bayesian Kriged-Kalman Model In *Bayesian Statistics and its Applications*, 301-318, 2007

**Xu C, Dowd PA, Mardia KV, Fowell RJ, Taylor CC** Simulating correlated marked point processes. *Journal of Applied Statistics*, 2007

**Mardia KV, Nyirongo V, Walder LN, Xu C, Dowd PA, Fowell RJ** MCMC Implementation of Rock Fracture Modelling *Mathematical Geology*, **39**, 335-381, 2007

**Kent JT, Mardia KV, Taylor CC** Bioinformatics and the Problem of Matching Unlabelled Configurations *Royal Statistical Society. Journal. Series B: Methodological*, 2007

**Mardia KV ** *Should geostatisties be model-based?*12th Conference of the International-Association-for-Mathematical-Geology, 4-9 2007

View abstract

**Davies JR, Jackson RM, Taylor CC, Mardia KV** A Statistical Model for Measuring Binding Site Similarity *Bioinformatics*, 2007

**Mardia KV, Walder AN, Xu C, Dowd PA, Fowell RJ, Nyirongo V, Kent JT** A line finding assignment problem and rock fracture modelling In *Bayesian Statistics and Its Applications*, 2007

**Mardia KV ** *Why Statistical Shape Analysis is Pivotal to the Modern Pattern Recognition*6th International Conference on Advances in Pattern Recognition, 3-11 2007

**Xu C, Dowd PA, Mardia KV, Fowell RJ** A flexible true plurigaussian code for spatial facies simulations *Computers and Geosciences*, **32**, 1629-1645, 2006

DOI:10.1016/j.cageo.2006.03.002

**Micheas AC, Dey DK, Mardia KV** Complex elliptical distributions with application to shape analysis *J STAT PLAN INFER*, **136**, 2961-2982, 2006

DOI:10.1016/j.jspi.2005.01.002

**Petty EM, Mardia KV, Taylor CC, Chaudhry Q** Matching Pesticides to Proteins to Predict Toxicity In *Interdisciplinary Statistics and Bioinformatics*, 150-153, 2006

**Mardia KV** What is Statistical Bioinformatics? In *Interdisciplinary Statistics and Bioinformatics*, 17-24, 2006

**Xu C, Dowd PA, Mardia KV, Fowell RJ** A Connectivity Index for Discrete Fracture Networks *Mathematical Geology*, **38**, 611-634, 2006

DOI:10.1007/s11004-006-9029-9

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**Mardia KV** LASR Workshop's Silver Anniversary and Beyond In *Interdisciplinary Statistics and Bioinformatics*, 9-15, 2006

**Boomsma W, Kent JT, Mardia KV, Taylor CC, Hamelryck T** Graphical Models and Directional Statistics Capture Protein Structure In *Interdisciplinary Statistics and Bioinformatics*, 91-94, 2006

**Hughes G, Mardia KV, Taylor CC** Modeling Protein Folds with a Trivariate von Mises Distribution In *Interdisciplinary Statistics and Bioinformatics*, 120-123, 2006

**Davies JR, Jackson RM, Mardia KV, Taylor CC** Statistical Comparison of Protein Binding Sites In *Interdisciplinary Statistics and Bioinformatics*, 114-115, 2006

**Kent JT, Mardia KV** A New Representation for Projective Shape In *Interdisciplinary Statistics and Bioinformatics*, 75-78, 2006

**Kent JT, Mardia KV, McDonnell P** The complex Bingham quartic distribution and shape analysis *J ROY STAT SOC B*, **68**, 747-765, 2006

**Quinn L, Mobbs SD, Mardia KV, Vosper SB** High resolution data assimilation: Falklands islands *Hrvatski Meteoroloski Casopis*, 235, 2005

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**Mardia KV, Patrangenaru V** Directions and projective shapes *Annals of Statistics*, **33**, 1666-1699, 2005

DOI:10.1214/009053605000000273

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**Nyirongo V, Mardia KV, Westhead DR** EM algorithm, bayesian and distance approaches to matching functional sites In *Quantitative Biology, Shape Analysis, and Wavelets*, 155-156, 2005

**Mardia KV** A vision of statistical bioinformatics In *Quantitative Biology, Shape Analysis, and Wavelets*, 9-20, 2005

**Xu C, Dowd PA, Mardia KV, Fowell RJ, Taylor CC** Inference for marked point processes In *Quantitative Biology, Shape Analysis and Wavelets*, 172-174, 2005

**Green PJ, Mardia KV** Matching and alignment in protein bioinformatics, using Bayesian hierarchical models In *Quantitative Biology, Shape Analysis, and Wavelets*, pp.29, 2005

**Mardia KV, Patrangenaru V, Sugathadasa S** Protein gels matching In *Quantitative Biology, Shape Analysis, and Wavelets*, 163-165, 2005

**Hughes G, Mardia KV, Taylor CC** Circular time series with application to protein conformations In *Quantitative Biology, Shape Analysis, and Wavelets*, 146-149, 2005

**Mardia KV, Walder AN, Xu C, Dowd PA, Fowell RJ, Nyirongo V, Kent JT** MCMC implementation of rock fracture modelling In *Quantitative Biology, Shape Analysis, and Wavelets*, 166-167, 2005

**Quinn L, Mardia KV, Mobbs SD, Vosper SB** Statistical analysis for high resolution data assimilation In *Quantitative Biology, Shape Analysis, and Wavelets*, 159-162, 2005

**Mardia KV, Bookstein FL, Moreton IJ** Statistical assessment of bilateral symmetry of shapes (vol 87, pg 285, 2000) *BIOMETRIKA*, **92**, 249-250, 2005

**Kent JT, Mardia KV** Shape, procrustes tangent projections and bilateral symmetry (vol 88, pg 469, 2001) *BIOMETRIKA*, **92**, 249-249, 2005

**Mardia KV, Bookstein FL, Moreton IJ** Statistical assessment of bilateral symmetry of shapes *Biometrika*, **92**, 249-250, 2005

**Kent JT, Mardia KV** Amendments and Corrections: Shape, procrustes tangent projections and bilateral symmetry *Biometrika*, **92**, 249, 2005

**Sahu SK; Mardia KV ** *Recent trends in modelling spatio-temporal data*Proceeding of the Italian Statistical Society, CLEUP scarl, Padova, 69-83 2005

**Barber S; Baxter PD; Mardia KV; Walls RE ** *Quantitative Biology, Shape Analysis, and Wavelets*. Leeds University Press 2005

**Sahu SK, Mardia KV** A Bayesian kriged Kalman model for short-term forecasting of air pollution levels *J ROY STAT SOC C-APP*, **54**, 223-244, 2005

**Sahu SK, Lasinio G, Orasi A, Mardia KV** A Comparison of Spatio-Temporal Bayesian Models for Reconstruction of Rainfall Fields in a Cloud Seeding Experiment *Journal of Mathematics and Statistics*, **1**, 273-281, 2005

**Mardia KV, Gilks W** Meeting the statistical needs of 21st century science *Significance*, **2**, 162-165, 2005

DOI:10.1111/j.1740-9713.2005.00129.x

**Fontanella L; Ippoliti L; Mardia KV ** *Exploring spatio-temporal variability by eigen-decomposition techniques*Proceeding of the Italian Statistical Society, CLEUP scarl, Padova, 85-96 2005

**Derado G, Mardia KV, Patrangenaru V, Thompson HW** A Shape-based Glaucoma Index for Tomographic Images *Journal of Applied Statistics*, **31**, 1241-1248, 2004

DOI:10.1080/0266476042000285486

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**Smith RL, Heggernam JE, Tawn JA, Coles S, Ferro C, Butler A, Anderson C, Sahu SK, Mardia KV, Dupuis DJ, Drees H, Atkinson AC, Beirlant J, Goegebeur Y, Boldi MO, Davison AC, Chatfield C, Ledford A, Peng L, Qi Y, Segers J** Discussion on the paper by Heffernan and Tawn *Journal of the Royal Statistical Society. Series B: Statistical Methodology*, **66**, 530-546, 2004

DOI:10.1111/j.1467-9868.2004.2050b.x

**Mardia KV** LASR workshops and emerging methodologies In *Bioinformatics, Images, and Wavelets*, 7-15, 2004

**Kent JT, Mardia KV, Taylor CC** Matching problems for unlabelled configurations In *Bioinformatics, Images, and Wavelets*, 33-36, 2004

**Quinn L, Mobbs SD, Mardia KV, Vosper SB** Spatiotemporal analysis of airflow over hills In *Bioinformatics, Images, and Wavelets*, 143-145, 2004

**Alhajraf A, Mardia KV** Bayesian kriged Kalman filter model assessment using cross-validation In *Bioinformatics, Images, and Wavelets*, pp.115, 2004

**Mardia KV, Taylor CC, Subramaniam M** EM algorithm for bivariate circular distribution In *Bioinformatics, Images, and Wavelets*, 146-154, 2004

**Matin MA, Mardia KV, Taylor CC** Support vector machines-type procedure through kriging In *Bioinformatics, Images, and Wavelets*, 138-140, 2004

**Mardia KV, Kirkbride J, Bookstein FL** Statistics of shape, direction and cylindrical variables *J APPL STAT*, **31**, 465-479, 2004

DOI:10.1080/02664760410001681756

**Aykroyd RG; Barber S; Mardia KV ** *Bioinformatics, Images, and Wavelets*. Leeds University Press 2004

**Smith RL, Coles S, Ferro C, Butler A, Anderson M, Sahu SK, Mardia KV, Dupuis DJ, Drees H, Atkinson AC, Beirlant J, Goegebeur Y, Boldi MO, Davison AC, Chatfield C, Ledford A, Peng L, Qi Y, Segers J** A conditional approach for multivariate extreme values - Discussion on the paper by Heffernan and Tawn *J ROY STAT SOC B*, **66**, 530-546, 2004

**Mardia KV ** *Past revolutions and future prospects in science and statistics*Proceedings of the International Sri Lankan Statistical Conference: Visions of Futuristic Methodologies, 17-34 2004

**Xu C; Dowd PA; Mardia KV; Fowell RJ ** *Stochastic approaches to fracture modelling*Annual Conference of the International Association for Mathematical Geology 2003

**Alhajraf A, Mardia KV, Sahu SK** A BUGS implementation of a kriged kalman filter model In *Stochastic geometry, biological structure and images*, pp.131, 2003

**Aykroyd RG, Mardia KV** A wavelet approach to shape analysis for spinal curves *J APPL STAT*, **30**, 605-623, 2003

DOI:10.1080/0266476032000053718

**Mardia KV, Taylor CC, Subramaniam M** Applications of circular distributions to conformational angles in proteins In *Stochastic geometry, biological structure and images*, 149-152, 2003

**Kent JT, Mardia KV, Taylor CC** Matching unlabelled configurations using the EM algorithm In *Proceedings in Stochastic Geometry, Biological Structure and Images*, 19-21, 2003

**Xu C, Dowd PA, Mardia KV, Fowell RJ** Parametric intensity estimation for stochastic fracture modelling In *Stochastic geometry, biological structure and images*, 63-70, 2003

**Mardia KV, Taylor CC, Westhead DR** Structural bioinformatics revisited In *Stochastic geometry, biological structure and images*, 11-18, 2003

**Mardia KV, Nyirongo V** Procrustes statistics for unlabelled points and applications In *Bioinformatics, Images, and Wavelets*, pp.137, 2003

**Patrangenaru V, Mardia KV** Affine shape analysis and image analysis In *Stochastic geometry, biological structure and images*, 57-62, 2003

**Bookstein FL, Mardia KV** The five components of directional asymmetry In *Stochastic geometry, biological structure and images*, 35-40, 2003

**Aykroyd RG; Mardia KV; Langdon MJ ** *Stochastic Geometry, Biological Structure and Images*. Leeds University Press 2003

**Mardia KV, Nyirongo V, Westhead DR** Protein matching using amino acids information In *Stochastic geometry, biological structure and images*, pp.147, 2003

**Mardia KV; Patrangenaru V; Derado G; Patrangenaru VP ** *Reconstruction of planar scenes from multiple views using affine and projective shape manifolds*PROCEEDINGS OF THE 2003 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING, 298-301 2003

**Xu C, Dowd PA, Mardia KV, Fowell RJ** Parametric point intensity estimation for stochastic fracture modelling In *LUMA: University of Leeds Mining Association*, 85-93, 2003

View abstract

**Downs TD, Mardia KV** Circular regression *BIOMETRIKA*, **89**, 683-697, 2002

**Patrangenaru V, Mardia KV** A bootstrap approach to Pluto's origin *Journal of Applied Statistics*, **29**, 935-943, 2002

DOI:10.1080/02664760220136230

**Mardia KV, Mcdonnell P, Linney A** Image averaging and discrimination In *Statistics of large datasets - functional and image data, bioinformatics and data mining*, 67-70, 2002

**Kent JT, Mardia KV** Functional data analysis for spatio-temporal data In *Statistics of large datasets - functional and image data, bioinformatics and data mining*, pp.89, 2002

**Mardia KV, Westhead DR** New major challenges in bioinformatics In *Statistics of large datasets - functional and image data, bioinformatics and data mining*, 9-15, 2002

**Aykroyd RG; Mardia KV; Mcdonnell P ** *Statistics of large datasets - functional and image data, bioinformatics and data mining*. Leeds University Press 2002

**Mardia KV, Taylor CC, Subramaniam M** Speech recognition and cepstral coefficients In *Statistics of large datasets - functional and image data, bioinformatics and data mining*, 77-84, 2002

**Duta N, Jain AK, Mardia KV** Matching of palmprints *Pattern Recognition Letters*, **23**, 477-485, 2002

DOI:10.1016/S0167-8655(01)00179-9

**Kent JT, Mardia KV** Modelling strategies for spatial-temporal data In *Spatial Cluster Modelling*, 213-226, 2002

**Mardia KV ** *Why is directional statistics pivotal to geosciences? (opening address)*8th Annual Conference IAMG Proceedings, 41-47 2002

**Demchuk E, Hnizo V, Mardia KV, Singh H** Statistics and molecular structure of biological macromolecules In *Functional and Spatial Data Analysis*, 9-14, 2001

**Kent JT, Mardia KV** Shape, Procrustes tangent projections and bilateral symmetry *Biometrika*, **88**, 469-485, 2001

DOI:10.1093/biomet/88.2.469

**Glasbey C, Mardia KV** A penalized likelihood approach to image warping *Royal Statistical Society. Journal. Series B: Methodological*, **63**, pp.465–492, 2001

DOI:10.1111/1467-9868.00295

**Mardia KV** Pattern recognition from classical to modern approaches In *Shape in Images (Indian Statistical Institute, Calcutta)*, 147-167, 2001

**Kent JT, Mardia KV, Aykroyd RG, Morris RJ** Functional models of growth for landmark data In *Proceedings in Functional and Spatial Data Analysis*, 109-115, 2001

**Mardia KV ** *A synthesis of space-time modelling*Spatial Modelling Theme Conference of the Royal Statistical Society, University of Glasgow, pp.18 2001

**Mardia KV, Bookstein FL, Moreton I** Statistical assessment of bilateral symmetry of shapes *Biometrika*, **87**, 285-300, 2000

View abstract

**Goodall C, Mardia KV** Projective Shape Analysis *Journal of Computational and Graphical Statistics*, **8**, 143-168, 1999

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**Mardia KV, Walder AN, Berry E, Sharples D, Millner PA, Dickson RA** Assessing spinal shape *Journal of Applied Statistics*, **26**, 735-745, 1999

**Mardia KV, Goodall C, Redfern EJ, Alonso FJ** The Kriged Kalman filter *TEST*, **7**, 217-285, 1998

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**Dryden IL; Mardia KV ** *Statistical Shape Analysis*. John Wiley, Chichester 1998

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**Walder AN, Berry E, Millner PA, Mardia KV, Dickson RA** A novel three-dimensional measure of scoliosis (Abstract) *Journal of Bone and Joint Surgery: British Volume*, **79B**, pp.112, 1997

**Kent JT, Mardia KV** Consistency of Procrustes estimators *Royal Statistical Society. Journal. Series B: Methodological*, **59**, 281-290, 1997

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**Mardia KV, Baczkowski AJ, Feng X, Hainsworth TJ** Statistical methods of automatic interpretation of digitally scanned finger prints *Pattern Recognition Letters*, **18**, 1197-1203, 1997

**Hurn MA, Mardia KV, Hainsworth TJ, Kirkbride J, Berry E** Bayesian fused classification of medical images *IEEE Transactions on Medical Imaging*, **15**, 850-858, 1996

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