Advanced search
Publication Cover
Computer Methods in Biomechanics and Biomedical Engineering Volume 22, 2019 - Issue 7
Submit an article Journal homepage
407
Views
13
CrossRef citations to date
0
Altmetric
Articles

Customized k-nearest neighbourhood analysis in the management of adolescent idiopathic scoliosis using 3D markerless asymmetry analysis

Maliheh GhaneeiDepartment of Civil and Environmental Engineering, University of Alberta, Edmonton, Canada;
,
Ronald EkyalimpaCollege of Engineering, Design, Art, and Technology, Makerere University, Kampala, Uganda;
,
Lindsey WestoverDepartment of Mechanical Engineering, University of Alberta, Edmonton, Canada;Correspondence[email protected]
,
Eric C. ParentDepartment of Physical Therapy Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, Canada
&
Samer AdeebDepartment of Civil and Environmental Engineering, University of Alberta, Edmonton, Canada;
Pages 696-705 | Received 21 Nov 2017, Accepted 16 Feb 2019, Published online: 08 Mar 2019

References

  • Ardran GM, Coates R, Dickson RA, Dixon-Brown A, Harding FM. 1980. Assessment of scoliosis in children: low dose radiographic technique. Br J Radiol. 53(626):146–147.
  • Altman NS. 1992. An introduction to kernel and nearest-neighbor nonparametric regression. Am Stat. 46(3):175–185.
  • Castro APG, Pacheco JD, Lourenco C, Queiros S, Moreira AHJ, Rodrigues NF, Vilaca JL. 2017. Evaluation of spinal posture using Microsoft KinectTM: a preliminary case-study with 98 volunteers. Porto Biomed J. 2(1):18–22.
  • Diego-Mas JA, Alcaide-Marzal J. 2014. Using KinectTM sensor in observational methods for assessing postures at work. Appl Ergon. 45(4):976–985.
  • Dutta T. 2012. Evaluation of the Kinect™ sensor for 3-D kinematic measurement in the workplace. Appl Ergon. 43(4):645–649.
  • Duval-Beaupere G, Lespargot A, Grossiord A. 1984. Scoliosis and trunk muscles. J Pediatr Orthop. 4(2):195–200.
  • Everitt BS, Landau S, Leese M, Stahl D. 2011. Miscellaneous Clustering Methods. In: Shewhart WA, Wilks SS, editors. Cluster analysis. 5th ed. Chichester: John Wiley & Sons Ltd; p. 215–255.
  • Ghaneei M, Komeili A, Li Y, Parent E, Adeeb S. 2018. 3D Markerless Asymmetry Analysis in the Management of adolescent idiopathic scoliosis. BMC Musculoskelet Disord. 19(1):385
  • Hastie T, Tibshirani R, Friedman J. 2009. The elements of statistical learning: data mining, inference, and prediction. 2nd Ed. New York: Springer. ISBN: 978-0-387-84857-0
  • Hill S, Franco-Sepulveda E, Komeili A, Trovato A, Parent E, Hill D, Lou E, Adeeb S. 2014. Assessing asymmetry using reflection and rotoinversion in biomedical engineering applications. Proc Inst Mech Eng H. 228(5):523–529.
  • Ho C, Parent EC, Watkins E, Moreau MJ, Hedden D, El-Rich M, Adeeb S. 2015. Asymmetry assessment using surface topography in healthy adolescents. Symmetry. 7(3):1436–1454.
  • Jain AK, Chandrasekaran B. 1982. 39 Dimensionality and sample size considerations in pattern recognition practice. Handbook of Statistics. 2:835–855.
  • Komeili A, Westover LM, Parent EC, Moreau M, El-Rich M, Adeeb S. 2014. Surface topography asymmetry maps categorizing external deformity in scoliosis. Spine J. 14(6):973–983.e2.
  • Komeili A, Westover L, Parent EC, El-Rich M, Adeeb S. 2015. Correlation between a Novel surface topography asymmetry analysis and radiographic data in Scoliosis. Spine Deform. 3(4):303–311.
  • Komeili A, Westover L, Parent EC, El-Rich M, Adeeb S. 2015. Monitoring for idiopathic scoliosis curve progression using surface topography asymmetry analysis of the torso in adolescents. Spine J. 15(4):743–751.
  • Levy AR, Goldberg MS, Mayo NE, Hanley JA, Poitras B. 1996. Reducing the lifetime risk of cancer from spinal radiographs among people with adolescent idiopathic scoliosis. Spine (Phila Pa 1976). 21(13):1540–1547. discussion 1548.
  • Liu XC, Thometz JG, Lyon RM, Klein J. 2001. Functional classification of patients with idiopathic scoliosis assessed by the Quantec system: a discriminant functional analysis to determine patient curve magnitude. Spine (Phila Pa 1976). 26(11):1274.
  • Raudys S. 2001. Statistical and neural classifiers: an integrated approach to design. London: Springer-Verlag.
  • Rogala EJ, Drummond DS, Gurr J. 1978. Scoliosis: incidence and natural history. A prospective epidemiological study. J Bone Joint Surg Am. 60(2):173–176.
  • Rokach L, Maimon O. 2015. Data Mining with Decision Trees: Theory and Applications. 2nd ed. Toh Tuck Link, Singapore: World Scientific Publishing Co. Pte. Ltd.
  • Thulbourne T, Gillespie R. 1976. The rib hump in idiopathic scoliosis. Measurement, analysis and response to treatment. J Bone Joint Surg Br. 58(1):64–71.
  • Tones M, Moss N, Polly Jr. DW. 2006. A review of quality of life and psychosocial issues in scoliosis. Spine (Phila Pa 1976). 31(26):3027–3038.
  • Trobisch P, Suess O, Schwab F. 2010. Idiopathic scoliosis. Dtsch Arztebl Int. 107(49):875–884.
  • Wang J, Neskovic P, Cooper LN. 2006. Neighborhood size selection in the k-nearest-neighbor rule using statistical confidence. Pattern Recognit. 39(3):417–423.
  • Weinstein SL, Dolan LA, Cheng JCY, Danielsson A, Morcuende JA. 2008. Adolescent idiopathic scoliosis. Lancet. 371(9623):1527–1537.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.