Elliptical Fourier analysis: fundamentals, applications, and value for forensic anthropology
Abstract
The numerical description of skeletal morphology enables forensic anthropologists to conduct objective, reproducible, and structured tests, with the added capability of verifying morphoscopic-based analyses. One technique that permits comprehensive quantification of outline shape is elliptical Fourier analysis. This curve fitting technique allows a form's outline to be approximated via the sum of multiple sine and cosine waves, permitting the profile perimeter of an object to be described in a dense (continuous) manner at a user-defined level of precision. A large amount of shape information (the entire perimeter) can thereby be collected in contrast to other methods relying on sparsely located landmarks where information falling in between the landmarks fails to be acquired. First published in 1982, elliptical Fourier analysis employment in forensic anthropology from 2000 onwards reflects a slow uptake despite large computing power that makes its calculations easy to conduct. Without hurdles arising from calculation speed or quantity, the slow uptake may partly reside with the underlying mathematics that on first glance is extensive and potentially intimidating. In this paper, we aim to bridge this gap by pictorially illustrating how elliptical Fourier harmonics work in a simple step-by-step visual fashion to facilitate universal understanding and as geared towards increased use in forensic anthropology. We additionally provide a short review of the method's utility for osteology, a summary of past uses in forensic anthropology, and software options for calculations that largely save the user the trouble of coding customized routines.
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2D GMM is increasingly recognized as useful for quantifying full 2D shapes of biological and archaeological objects, especially in cranial morphology.
“Although 2D GMM is not a commonly utilized practice among biological anthropologists, its usefulness for quantifying the full 2D shapes of biological and archaeological objects, especially in the study of cranial morphology, is increasingly being recognized [49, 50].”
From Investigating intentional cranial modification: A hybridized two-dimensional/three-dimensional study of the Hirota site, Tanegashima, Japan (2023) · cites this paper as [49]
Cites
PAST: PALEONTOLOGICAL STATISTICAL SOFTWARE PACKAGE FOR EDUCATION AND DATA ANALYSIS
Hammer, Ø., Harper, D. A. T., & Ryan, P. D. (2001) · Palaeontologia Electronica · Cited by 17,871 · see citing works
Daubechies, I. C., & Heil, C. (1992) · Computers in Physics · doi:10.1063/1.4823127 · Cited by 15,729 · see citing works
Morphometric Tools for Landmark Data
Bookstein, F. L. (1992) · Cambridge University Press eBooks · doi:10.1017/cbo9780511573064 · Cited by 4,395 · see citing works
Extensions of the procrustes method for the optimal superimposition of landmarks
Rohlf, F. J., & Slice, D. (1990) · Systematic Zoology · doi:10.2307/2992207 · Cited by 4,289 · see citing works
Generalized procrustes analysis
Gower, J. C. (1975) · Psychometrika · doi:10.1007/bf02291478 · Cited by 3,267 · see citing works
Morphometric Tools for Landmark Data: Geometry and Biology.
Reyment, R. A., & Bookstein, F. L. (1992) · Biometrics · doi:10.2307/2532725 · Cited by 2,792 · see citing works
Elliptic Fourier features of a closed contour
Kuhl, F. P., & Giardina, C. R. (1982) · Computer Graphics and Image Processing · doi:10.1016/0146-664x(82)90034-x · Cited by 1,892 · see citing works
Fourier Descriptors for Plane Closed Curves
Zahn, C. T., & Roskies, R. Z. (1972) · IEEE Transactions on Computers · doi:10.1109/tc.1972.5008949 · Cited by 1,863 · see citing works
Landmark methods for forms without landmarks: morphometrics of group differences in outline shape
Bookstein, F. L. (1997) · Medical Image Analysis · doi:10.1016/s1361-8415(97)85012-8 · Cited by 1,580 · see citing works
Strengthening Forensic Science in the United States: A Path Forward
Council, N. R. (2009) · CrimRxiv · doi:10.21428/cb6ab371.b2d683d2 · Cited by 1,461 · see citing works
Estimation of stature from long bones of American Whites and Negroes
Trotter, M., & Gleser, G. C. (1952) · American Journal of Physical Anthropology · doi:10.1002/ajpa.1330100407 · Cited by 1,182 · see citing works
Strengthening forensic science in the United States : a path forward
Policy, L. (2009) · National Academies Press eBooks · Cited by 961 · see citing works
Feature Extraction and Image Processing
Nixon, M. S., Aguado, A. S., & Publishers, E. S. (2002) · Elsevier eBooks · doi:10.1016/c2009-0-25049-5 · Cited by 875 · see citing works
Iwata, H. (2002) · Journal of Heredity · doi:10.1093/jhered/93.5.384 · Cited by 797 · see citing works
Sex Estimation in Forensic Anthropology: Skull Versus Postcranial Elements
Spradley, M. K., & Jantz, R. L. (2011) · Journal of Forensic Sciences · doi:10.1111/j.1556-4029.2010.01635.x · Cited by 638 · see citing works
Momocs : Outline Analysis Using R
Bonhomme, V., Picq, S., Gaucherel, C., & Claude, J. (2014) · Journal of Statistical Software · doi:10.18637/jss.v056.i13 · Cited by 608 · see citing works
Papers, P. M. (1977) · Journal of Human Evolution · doi:10.1016/s0047-2484(77)80073-0 · Cited by 593 · see citing works
A Comparison of Fourier Methods for the Description of Wing Shape in Mosquitoes (Diptera: Culicidae)
Rohlf, F. J., & Archie, J. W. (1984) · Systematic Zoology · doi:10.2307/2413076 · Cited by 546 · see citing works
Greater sciatic notch morphology: Sex, age, and population differences
Walker, P. L. (2005) · American Journal of Physical Anthropology · doi:10.1002/ajpa.10422 · Cited by 380 · see citing works
Sexual dimorphism in the crania and mandibles of South African whites
Steyn, M., & İşcan, M. Y. (1998) · Forensic Science International · doi:10.1016/s0379-0738(98)00120-0 · Cited by 374 · see citing works
Fourier Descriptors and their Applications in Biology
(1997) · Cambridge University Press eBooks · doi:10.1017/cbo9780511529870 · Cited by 347 · see citing works
Elliptic Fourier shape analysis of fossil bivalves: some practical considerations
Crampton, J. S. (1995) · Lethaia · doi:10.1111/j.1502-3931.1995.tb01611.x · Cited by 324 · see citing works
Evaluating the Accuracy and Precision of Cranial Morphological Traits for Sex Determination
Williams, B. A., & Rogers, T. L. (2006) · Journal of Forensic Sciences · doi:10.1111/j.1556-4029.2006.00177.x · Cited by 314 · see citing works
Essentials of Forensic Anthropology, Especially As Developed in the United States
Stewart, T. D. (1979) · Medical Entomology and Zoology · Cited by 303 · see citing works
Claude, J. (2008) · Springer eBooks · doi:10.1007/978-0-387-77789-4 · Cited by 272 · see citing works
Sex determination by discriminant function analysis of the mandible
Giles, E. (1964) · American Journal of Physical Anthropology · doi:10.1002/ajpa.1330220212 · Cited by 237 · see citing works
A Comparative Study of Fourier Descriptors for Shape Representation and Retrieval
Zhang, D., & Lu, G. (2002) · Cited by 217 · see citing works
Metric analysis of sex differences in South African black and white pelves
Patriquin, M. L., Steyn, M., & Loth, S. R. (2004) · Forensic Science International · doi:10.1016/j.forsciint.2004.09.074 · Cited by 156 · see citing works
Metric sex determination from the pelvis in modern Greeks
Steyn, M., & İşcan, M. Y. (2008) · Forensic Science International · doi:10.1016/j.forsciint.2008.04.022 · Cited by 154 · see citing works
Dittrick, J., & Suchey, J. M. (1986) · American Journal of Physical Anthropology · doi:10.1002/ajpa.1330700103 · Cited by 133 · see citing works
Testing the Reliability of Frontal Sinuses in Positive Identification
Christensen, A. (2004) · Journal of Forensic Sciences · doi:10.1520/jfs2004145 · Cited by 125 · see citing works
Sexually dimorphic pelvic morphology in South African whites and blacks
Patriquin, M. L., Loth, S. R., & Steyn, M. (2003) · HOMO · doi:10.1078/0018-442x-00049 · Cited by 119 · see citing works
Some comments on coordinate‐free and scale‐invariant methods in morphometrics
Lele, S. R. (1991) · American Journal of Physical Anthropology · doi:10.1002/ajpa.1330850405 · Cited by 117 · see citing works
Assessing the variation in individual frontal sinus outlines
Christensen, A. M. (2004) · American Journal of Physical Anthropology · doi:10.1002/ajpa.20116 · Cited by 102 · see citing works
Relationships among eigenshape analysis, Fourier analysis, and analysis of coordinates
Rohlf, F. J. (1986) · Mathematical Geology · doi:10.1007/bf00899747 · Cited by 96 · see citing works
Frieß, M., & Baylac, M. (2003) · American Journal of Physical Anthropology · doi:10.1002/ajpa.10286 · Cited by 90 · see citing works
Method for analyzing complex two‐dimensional forms: Elliptical Fourier functions
Lestrel, P. E. (1989) · American Journal of Human Biology · doi:10.1002/ajhb.1310010204 · Cited by 85 · see citing works
Value of the frontal sinus in identification of unknown persons.
Kullman, L., Eklund, B., & Grundin, R. (1990) · PubMed · Cited by 80 · see citing works
Sexual dimorphism in chin shape: Implications for adaptive hypotheses
Thayer, Z. M., & Dobson, S. D. (2010) · American Journal of Physical Anthropology · doi:10.1002/ajpa.21330 · Cited by 76 · see citing works
Describing shape changes in the human mandible using elliptical Fourier functions
Chen, S. (2000) · European Journal of Orthodontics · doi:10.1093/ejo/22.3.205 · Cited by 71 · see citing works
Stephan, C. N., Winburn, A. P., Christensen, A. F., & Tyrrell, A. J. (2011) · Journal of Forensic Sciences · doi:10.1111/j.1556-4029.2010.01673.x · Cited by 69 · see citing works
Self-citationJoseph Fourier: The Man and the Physicist
Herivel, J. W., & Williams, L. P. (1975) · Physics Today · doi:10.1063/1.3069206 · Cited by 69 · see citing works
Joseph Fourier: the Man and the Physicist
Craggs, J. D. (1975) · Physics Bulletin · doi:10.1088/0031-9112/26/9/035 · Cited by 69 · see citing works
What is Still Bay? Human biogeography and bifacial point variability
Archer, W., Pop, C., Gunz, P., & McPherron, S. P. (2016) · Journal of Human Evolution · doi:10.1016/j.jhevol.2016.05.007 · Cited by 68 · see citing works
Fourier analysis of human soft tissue facial shape: sex differences in normal adults.
Ferrario, V. F., Sforza, C., Jh, S., Miani, A., & Taroni, G. (1995) · Europe PMC (PubMed Central) · Cited by 56 · see citing works
Nasal aperture shape evaluation between black and white South Africans
McDowell, J. L., L’Abbé, E. N., & Kenyhercz, M. W. (2012) · Forensic Science International · doi:10.1016/j.forsciint.2012.06.007 · Cited by 56 · see citing works
Stephan, C. N., Amidan, B. G., Trease, H. E., Guyomarc’h, P., Pulsipher, T. C., & Byrd, J. E. (2013) · Journal of Forensic Sciences · doi:10.1111/1556-4029.12324 · Cited by 51 · see citing works
Self-citationMaxillary Dental Development in Complete Unilateral Alveolar Clefts
Solis, A., Figueroa, A. A., Cohen, M., Polley, J. W., & Evans, C. A. (1998) · The Cleft Palate-Craniofacial Journal · doi:10.1597/1545-1569(1998)035 · Cited by 51 · see citing works
Martin, R. (1914) · G. Fischer eBooks · Cited by 42 · see citing works
Neal, F. B., & Russ, J. C. (2012) · CRC Press eBooks · doi:10.1201/b12092 · Cited by 38 · see citing works
Schmittbuhl, M., Minor, J. L., Schaaf, A., et al. (2002) · Annals of Anatomy - Anatomischer Anzeiger · doi:10.1016/s0940-9602(02)80021-8 · Cited by 37 · see citing works
Velemínská, J., Krajíček, V., Dupej, J., Gómez‐Valdés, J., Velemínský, P., Šefčáková, A., Pelikán, J., Sánchez‐Mejorada, G., & Brůžek, J. (2013) · American Journal of Physical Anthropology · doi:10.1002/ajpa.22373 · Cited by 36 · see citing works
SOME VARIATIONS IN THE FRONTAL SINUSES.
CRYER, M. H. (1907) · JAMA · doi:10.1001/jama.1907.25220300012001d · Cited by 30 · see citing works
Human Identification via Lateral Patella Radiographs: A Validation Study,
Niespodziewanski, E., Stephan, C. N., Guyomarc’h, P., et al. (2015) · Journal of Forensic Sciences · doi:10.1111/1556-4029.12898 · Cited by 28 · see citing works
Self-citationComparability, morphometrics and phylogenetic systematics
Swiderski, D. L., Zelditch, M. L., & Fink, W. L. (2002) · Systematics Association special volume · doi:10.1201/9780203165171.ch6 · Cited by 25 · see citing works
Sex Differences in Proximal Humeral Outline Shape: Elliptical Fourier Functions
Tanaka, H., Lestrel, P. E., Uetake, T., et al. (2000) · Journal of Forensic Sciences · doi:10.1520/jfs14682j · Cited by 24 · see citing works
Quantification of function regulator therapy using elliptical Fourier functions
Lestrel, P. E., & Kerr, W. J. S. (1993) · European Journal of Orthodontics · doi:10.1093/ejo/15.6.481 · Cited by 21 · see citing works
A Radiographic Study on the Utility of Cranial Vault Outlines for Positive Identifications
Maxwell, A. B., & Ross, A. H. (2013) · Journal of Forensic Sciences · doi:10.1111/1556-4029.12346 · Cited by 21 · see citing works
Rose, A. D., Woods, M. G., Clement, J. G., et al. (2003) · American Journal of Physical Anthropology · doi:10.1002/ajpa.10173 · Cited by 20 · see citing works
Sexual dimorphism in the Japanese cranial base: A Fourier‐wavelet representation
Lestrel, P. E., Junior, R. M. C., Takahashi, O., et al. (2005) · American Journal of Physical Anthropology · doi:10.1002/ajpa.20209 · Cited by 19 · see citing works
Sexual dimorphism using elliptical Fourier analysis: shape differences in the craniofacial complex
Lestrel, P. E., Kanazawa, E., & Wolfe, C. A. (2010) · Anthropological Science · doi:10.1537/ase.100630 · Cited by 17 · see citing works
A Fourier-wavelet representation of 2-D shapes: sexual dimorphism in the Japanese cranial base
Lestrel, P. E., Junior, R. M. C., Takahashi, O., et al. (2004) · Anthropological Science · doi:10.1537/ase.00069 · Cited by 15 · see citing works
D’Alonzo, S. S., Guyomarc’h, P., Byrd, J. E., et al. (2016) · Journal of Forensic Sciences · doi:10.1111/1556-4029.13221 · Cited by 15 · see citing works
Self-citationMartínez‐Abadías, N., Mateu‐Estivill, R., Niksic, M., et al. (2015) · Systematic Biology · doi:10.1093/sysbio/syv067 · Cited by 14 · see citing works
Corny, J., & Détroit, F. (2013) · American Journal of Physical Anthropology · doi:10.1002/ajpa.22428 · Cited by 14 · see citing works
Accuracy of sex determination using morphological traits of the human pelvis
Rogers, T. L., & Saunders, S. R. (1995) · Journal of Clinical Forensic Medicine · doi:10.1016/1353-1131(95)90091-8 · Cited by 13 · see citing works
Quantification of Ethnic Differences in Facial Profile
Sheridan, C. S., Thomas, C. D. L., & Clement, J. G. (1997) · Australasian Orthodontic Journal · doi:10.2478/aoj-1997-0002 · Cited by 10 · see citing works
Hefner, J. T. (2014) · CRC Press eBooks · doi:10.1201/b17832-8 · Cited by 10 · see citing works
Hrdlicka, A. (1915) · American Anthropologist · doi:10.1525/aa.1915.17.1.02a00140 · Cited by 8 · see citing works
Application of the Fourier method on genetic studies of dentofacial morphology
Richards, L., Townsend, G. C., & Kasai, K. (1997) · Cambridge University Press eBooks · doi:10.1017/cbo9780511529870.009 · Cited by 5 · see citing works
The evolution of sexually dimorphic tail feathers is not associated with tail skeleton dimorphism
Felice, R. N., & O’Connor, P. M. (2015) · Journal of Avian Biology · doi:10.1111/jav.00801 · Cited by 2 · see citing works
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A Morphometric Outline Analysis of Ancestry and Sex Differences in Cranial Shape
Murphy, R. E., & Garvin, H. M. (2018) · Journal of Forensic Sciences · doi:10.1111/1556-4029.13699 · Cited by 34 · see citing works
Seguchi, N., Loftus, J. F., Yonemoto, S., & Murphy, M.-M. (2023) · PLOS ONE · doi:10.1371/journal.pone.0289219 · Cited by 2 · see citing works
“Although 2D GMM is not a commonly utilized practice among biological anthropologists, its usefulness for quantifying the full 2D shapes of biological and archaeological objects, especially in the study of cranial morphology, is increasingly being recognized [49, 50].”
Background
- Authors
- Caple, J., Byrd, J., & Stephan, C. N.
- Affiliations
- The University of Queensland (AU)
- Corresponding author
- Caple, Jodi
- Venue
- International Journal of Legal Medicine
- Published
- 2017-02-17
- Volume
- 131
- Issue
- 6
- Pages
- 1675-1690
- ISSN
- 0044-3433 (ISSN-L)
- 0937-9827
- 1437-1596
- OpenAlex
- W2588675660
- Cited by
- 104
- References
- 71
- Citations by year
- 2026: 15 · 2025: 14 · 2024: 12 · 2023: 13 · 2022: 16 · 2021: 11 · 2020: 5 · 2019: 10 · 2018: 5 · 2017: 3
- FWCI
- 10.69
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Legal Medicine (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Arts and Humanities › Archeology › Forensic Anthropology and Bioarchaeology Studies
- Physical Sciences › Mathematics › Geometry and Topology › Morphological variations and asymmetry
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Image Processing and 3D Reconstruction
- Keywords
- elliptic Fourier analysis, skeletal morphology, curve fitting, Fourier harmonics, osteology, forensic anthropology, statistical shape analysis, software tools
- MeSH terms
- Bone and Bones, Fourier Analysis, Humans, Software, Forensic Anthropology, Anatomic Landmarks
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