Prediction of anterior scoliotic spinal curve from trunk surface using support vector regression

Engineering Applications of Artificial Intelligence

Volumn 18, Issue 8, 2005, Pages 973-983

  Bergeron, Charles ^a,b   Cheriet, Farida ^a,b   Ronsky, Janet ^c   Zernicke, Ronald ^c,d,e   Labelle, Hubert ^b,f  

^a ÉCOLE POLYTECHNIQUE DE MONTRÉAL   (Canada)

^b UNIVERSITY OF MONTREAL   (Canada)

^c UNIVERSITY OF CALGARY   (Canada)

^d Faculty of Medicine

^e Mechanical and Manufacturing Engineering

^f UNIVERSITÉ DE MONTRÉAL   (Canada)

Author keywords

Functional data analysis; Idiopathic scoliosis; Learning methods; Principal components analysis; Support vector regression

Indexed keywords

FUNCTIONAL DATA ANALYSIS; IDIOPATHIC SCOLIOSIS; LEARNING METHODS; SUPPORT VECTOR REGRESSION;

COMPUTATIONAL COMPLEXITY; DATA ACQUISITION; ERROR ANALYSIS; LEARNING SYSTEMS; PRINCIPAL COMPONENT ANALYSIS; VECTORS;

REGRESSION ANALYSIS;

EID: 26844475940     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.engappai.2005.03.006     Document Type: Article

References (30)

1. Bergeron, C., Cheriet, F., Ronsky, J., Zernicke, R., Labelle, H., 2004. A robust methodology for non-invasive follow-up of scoliotic spinal curve from three-dimensional surface. Proceedings of the International Research Society on Spinal Deformities Biannual Meeting, Vancouver, June 2004.
2. W.P. Bunnell An objective criterion for scoliosis screening Journal of Bone and Joint Surgery (AM) 66 9 1984 1381 1387
3. P.A. Carro Magnetic resonance imaging in children with scoliosis Seminars in Musculoskeletal Radiology 3 3 1999 257 266
4. N. Cristianini, and J. Shawe-Taylor An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods 2000 Cambridge University Cambridge
5. Dansereau, J., Labelle, H., Aubin, C.-É., 1993. 3-D Personalized parametric modelling of reconstructed scoliotic spines. Proceedings IV'th Symposium On Computer Simulation in Biomechanics, Montlignon, France, 1.6-1.9.
6. H.F. Davis Fourier Series and Orthogonal Functions 1963 Allyn & Bacon Boston
7. M. Fleute, S. Lavellée, and R. Julliard Incorporating a statistically based shape model into a system for computer-assisted anterior cruciate ligament surgery Medical Image Analysis 3 3 1999 209 222
8. C.J. Goldberg, M. Laliszer, D.P. Moore, E.E. Fogarty, and F.E. Dowling Surface topography, Cobb angles, and cosmetic change in scoliosis Spine 26 4 2001 E55 E63
9. M.S. Goldberg, B. Poitras, N.E. Mayo, H. Labelle, R. Bourassa, and R. Cloutier Observer variation in assessing spinal curvature and skeletal development in adolescent idiopathic scoliosis Spine 13 12 1988 1371 1377
10. S.R. Gunn Support vector machines for classification and regression. Technical report, School of Electronics and Computer Science 1998 University of Southampton Southampton, UK
11. S.C. Huang Cut-off point of the scoliometer in school scoliosis screening Spine 22 7 1997 1985 1989
12. J.L. Jaremko, P. Poncet, J. Ronsky, J. Harder, J. Dansereau, H. Labelle, and R.F. Zernicke Genetic algorithm-neural network estimation of Cobb angle from torso asymmetry in scoliosis Journal of Biomechanical Engineering 124 2002 496 503
13. I.T. Jolliffe Principal Component Analysis second ed 2002 Springer New York
14. P.G. Korovessis, and M.V. Stamatakis Prediction of scoliotic Cobb angle with the use of the scoliometer Spine 21 14 1996 1661 1666
15. A.R. Levy, M.S. Goldberg, N.E. Mayo, J.A. Hanley, and B. Poitras Reducing the lifetime risk of cancer from spinal radiographs among people with adolescent idiopathic scoliosis Spine 21 13 1996 1540 1548
16. H. Li, and O. Chutatape Automated feature extraction in color retinal images by a model based approach IEEE Transactions on Pattern Analysis and Machine Intelligence 51 2 2004 246 254
17. J.D. Martín-Guerrero, G. Camps-Valls, E. Soria-Olivas, A.J. Serrano-López, J.J. Pérez-Ruixo, and N.V. Jiménez-Torres Dosage individualization of erythropoietin using a profile-dependent support vector regression IEEE Transactions on Biomedical Engineering 50 1 2003 1136 1142
18. Mathworks, The, 2001. Matlab: The Language of Technical Computing, Version 6. The Mathworks inc., Natick, MA.
19. P. Poncet, S. Delorme, J.L. Ronsky, J. Dansereau, J. Harder, G. Clynch, R.O. Dewar, H. Labelle, P.H. Gu, and R.F. Zernicke Reconstruction of laser-scanned 3D torso topography and stereo-radiographical spine and rib-cage geometry in scoliosis Computer Methods in Biomechanics & Biomedical Engineering 4 1 2000 59 75
20. J.O. Ramsay, and B.W. Silverman Functional Data Analysis 1997 Springer New York
21. J.O. Ramsay, and B.W. Silverman Applied Functional Data Analysis: Methods and Case Studies 2001 Springer New York
22. B.V. Reamy, and J.B. Slakey Adolescent idiopathic scoliosis: review and current concepts American Family Physician 64 1 2001 111 116
23. J.R. Rice The Approximation of Functions, Vol 1: Linear Theory 1964 Addison-Wesley Reading, MA
24. L. Samuelsson, and L. Noren Trunk rotation in scoliosis. The influence of curve type and direction in 150 children Acta Orthopaedica Scandinavica 63 3 1997 273 276
25. L.H. Staib, and J.S. Duncan Boundary finding with parametrically deformable models IEEE Transactions on Pattern Analysis and Machine Intelligence 14 11 1992 1061 1075
26. G. Székely, A. Keleman, C. Brechbühler, and G. Gerig Segmentation of 2-D and 3-D objects from MRI volume data using constrained elastic deformations of flexible Fourier contour and surface models Medical Image Analysis 1 1 1996 19 34
27. N. Tardif, P. Poncet, J.L. Ronsky, J. Dansereau, and R.F. Zernicke Evaluation of an integrated laser imaging X-ray technique for torso asymmetry measurement in scoliosis Archives of Physiology and Biochemistry 108 2000 200
28. N.K. Thalange, P.J. Foster, M.S. Gill, D.A. Price, and P.E. Clayton Model of normal prepubertal growth Archives of Disease in Childhood 75 1996 427 431
29. R.D. Tuddenham, and M.M. Snider Physical growth of California boys and girls from birth to eighteen years University of California Publications in Child Development 1 1954 183 364
30. V.N. Vapnik Statistical Learning Theory 1998 Wiley New York