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Classification of scoliotic deformities from external surface of the trunk by using support vector machines

Ligen Wang

Masters thesis (2003)

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Cite this document: Wang, L. (2003). Classification of scoliotic deformities from external surface of the trunk by using support vector machines (Masters thesis, École Polytechnique de Montréal). Retrieved from https://publications.polymtl.ca/7157/
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Abstract

Scoliosis -- Analysis of internal spinal deformity -- Analysis of external trunk deformity -- Scoliosis assessment -- Machine learning in scoliosis research -- Limitations of Jaremko's approach and another direction -- Research question -- Methods -- Raw data acquisition -- Surface fitting -- Data normalization -- Principal component analysis -- Support vector machine -- Training and testing criteria -- Parameter tuning -- Data sets -- Benchmark test -- Surface fitting resuts -- PCA results -- Parameter tuning results -- Classification results -- Results analysis -- Investigative study : the ensemble of SVMs -- Constructing the ensemble of SVMs -- A futher improvement -- Performance evaluation.

Open Access document in PolyPublie
Additional Information: Le fichier PDF de ce document a été produit par Bibliothèque et Archives Canada selon les termes du programme Thèses Canada https://canada.on.worldcat.org/oclc/57166938
Department: Département de génie informatique et génie logiciel
Date Deposited: 04 Aug 2021 11:05
Last Modified: 25 Aug 2021 14:57
PolyPublie URL: https://publications.polymtl.ca/7157/

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