The use of pseudo-landmarks for craniofacial analysis: A comparative study with L1-regularized logistic regression

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2013, Pages 6083-6086

  Mercan, Ezgi ^a   Shapiro, Linda G ^a   Weinberg, Seth M ^b   Lee, Su In ^a  

^a University of Washington   (United States)

^b UNIVERSITY OF PITTSBURGH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION AND CLUSTERING; CLASSIFICATION RESULTS; COMPARATIVE STUDIES; COMPUTATION TIME; DIFFERENT RESOLUTIONS; DISTANCE MATRICES; GENERALIZED PROCRUSTES ANALYSIS; LOGISTIC REGRESSIONS;

REGRESSION ANALYSIS; THREE DIMENSIONAL;

MATRIX ALGEBRA;

ADOLESCENT; ADULT; ANATOMY AND HISTOLOGY; COMPARATIVE STUDY; FACE; FEMALE; HUMAN; MALE; PROCEDURES; STATISTICAL MODEL; THEORETICAL MODEL; THREE DIMENSIONAL IMAGING; YOUNG ADULT;

ADOLESCENT; ADULT; FACE; FEMALE; HUMANS; IMAGING, THREE-DIMENSIONAL; LOGISTIC MODELS; MALE; MODELS, THEORETICAL; YOUNG ADULT;

EID: 84886566360     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2013.6610940     Document Type: Conference Paper

References (14)

1. F. L. Bookstein, "Landmark Methods for Forms without Landmarks: Morphometrics of Group Differences in Outline Shape, "/it Mecial Image Analysis, Vol. 1, No. 3, 1997, pp. 225-243.
2. P. Claes, M. Walters, D. Vandermeulen, J. G. Clement, "Spatially- Dense 3D Facial Asymmetry assessment in Both Typical and Disordered Growth, " Journal of Anatomy, Vol 219, Issue 4, 2011, pp. 444-455.
3. S.-I. Lee, H. Lee, P. Abbeel, and A. Y. Ng, "Efficient L1 Regularized Logistic Regression, Proceedings of the 21st National Conference on Artificial Intelligence, 2006.
4. H. J. Lin, S. Ruiz-Correa, L. G. Shapiro, D. Gatica-Perez, A. V. Hings, M. I. Cunningham, M. L. Speltz and R. W. Sze, "Symbolic Shape Descriptors for Classifying Craniosynostosis Deformations From Skull Imaging, " IEEE Engineering in Medicine and Biology Society, 2005, pp. 6325-6331.
5. P. Hammond, T. J. Hutton, J. E. Allanson, L. E. Campbell, R. C. M. Hennekam, S. Holden, M. A. Patton, A. Shaw, I. K. Temple, M. Trotter, K. C. Murphy and R. M. Winter, "3D Analysis of Facial Morphology, " American Journal of Medical Genetics, Vol. 126A, 2004, pp. 339, 348.
6. H. Hochheiser, et. al. "The FaceBase Consortium: A Comprehensive Program to Facilitate Craniofacial Research, " Developmental Biology, Vol. 355, No. 2, 2011, pp. 175-182.
7. T. Hofmann, "Unsupervised learning by Probabilistic Latent Semantic Analysis, " Machine Learning, Vol. 42, 2001, pp. 177-196.
8. F. Rohlf and D. Slice, "Extensions of the Procrustes Method for the Optimal Superimposition of Landmarks, " Systems Zoology, Vol. 39, pp. 40-59.
9. S. Ruiz-Correa, R. W. Sze, H. J. Lin, L. G. Shapiro, M. L. Speltz, M. L. Cunningham, "Classifying Craniosynostosis Deformations by Skull Shape Imaging, " IEEE Computer-Based Medical Systems, 2005, pp. 335-340.
10. R. Tibshirani, "Regression Shrinkage and Selection Via the Lasso, " Journal of the Royal Statistical Society B, Vol. 58, 1994, pp. 267-288.
11. M. Yuan and Y. Lin, "Model selection and estimation in regression with grouped variables, " Journal of the Royal Statistical Society B, Methodological, 68, 2006, pp. 49-67.
12. K. Wilamowska, L. G. Shapiro, and C. L. Heike, "Classification of 3D Face Shape in 22q11.2 Deletion Syndrome, " International Symposium on Biomedical Imaging, 2009, pp. 537-537.
13. S. Yang, L. G. Shapiro, M. L. Cunningham, M. Speltz, S.- I. Lee, "Classification and Feature Selection for Craniosynostosis, " ACM Conference on Bioinformatics, Computational Biology and Biomedicine, 2011, pp. 340-344.
14. J. Wu, W. A. P. Smith, and E. R. Hancock, "Gender Discrimination Models from Facial Surface Normals, " Pattern Recognition, Vol. 44, 2011, pp. 2871-2886.