Monday, September 10, 2012

Day 5- Distance Matrix(Group J)

In mathematics,computer science and graph theory, a distance matrix is a matrix (two-dimensional array) containing the distances, taken pairwise, of a set of points. This matrix will have a size of N×N where N is the number of points, nodes or vertices (often in a graph).
For example, suppose these data are to be analyzed, where pixel eucledian distance is the distance matrix
Raw data
The distance matrix would be:

a b c d e f
a 0 184 222 177 216 231
b 184 0 45 123 128 200
c 222 45 0 129 121 203
d 177 123 129 0 46 83
e 216 128 121 46 0 83
f 231 200 203 83 83 0
These data can then be viewed in graphic form as a heat map. In this image, black denotes a distance of 0 and white is maximal distance.


I bioinformics, distance matrices are used to represent protein structures in a coordinate-independent manner, as well as the pairwise distances between two sequences in sequence space. They are used in structural and sequential alignment, and for the determination of protein structures from NMR orXRay Crystallography
Sometimes it is more convenient to express data as a similarity matrix

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