課程資料
課程簡介
A step-by-step approach to morphometrics based on three-dimensional images
Morphometrics has experienced a major revolution through the invention of coordinate-based methods, the discovery of the statistical theory of shape, and the computational realization of deformation grids. The ubiquitous application of fast personal computers and modern analytical tools have ushered in a new era of data analysis, permitting the exploration and visualization of large high-dimensional data sets along with exact statistical tests based on resampling procedures. This new morphometric approach has been termed geometric morphometrics as it preserves the geometry of the landmark configurations throughout the analysis and thus permits to represent statistical results as actual shapes or forms. Therefore, these lectures aim at teaching practically, the concept of statistical shape analysis from 3D images. To encourage learning by exploration; images, annotations and data reports from the hand study are made available for download.
課程章節
- 4 個章節
- 22 堂課
- 第 1 章 Introduction
- 第 2 章 Landmark and Acquisition in 3D
- 第 3 章 Visualizing 3D Landmarks
- 第 4 章 Statistical Analysis on 3D Landmark Data
課程內容
- Introduction to morphometrics covering definitions, traditional morphometrics and geometric morphometrics, Landmarks and acqusition tools covering landmark types (anatomical or biological, mathematical, pseudo-landmarks), landmark homology, landmark acquisition tools and how to use, and error assessment with Procrustes ANOVA, Landmarks Visualization covering General Procrustes Analysis (GPA), visualization tools, scatter plots of landmark coordinates, Principal Component Analysis (PCA), Statistical methods and Analysis covering ANOVA, MANOVA, ANOSIM/PERMANOVA, regression & allometry, discriminant analysis and canonical variates analysis, clustering, EDMA
此課程所涵蓋的技能
評價
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SSrikant Natarajan
Excellent compilation. We had started a similar research and had lot of trouble understanding and assimilating. Dr. Olelakan has got the information spoton as required.
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RRoy Minden Farman
Very clear and easy to follow along. Amazing job!