WeightMatrixByGrid¶
-
MLModule
¶ genre FiberClustering
authors Jan Klein
,Philip Bittihn
,Peter Ledochowitsch
package FMEwork/Release
dll MLFiberClustering
definition MLFiberClustering.def keywords DTI
,fiber
,clustering
,grid
,affinity
,matrix
Purpose¶
The module WeightMatrixByGrid
calculates an affinity matrix from a fiber set using the fiber-grid method proposed in the paper Grid-Based Spectral Fiber Clustering.
Details¶
There are two natural ways to define an affinity matrix:
- weight matrix: A high value of the element ij corresponds to a high affinity between i and j.
- distance matrix: A high value of the element ij corresponds to a low affinity between i and j.
Each object of the class Matrix has a tag indicating the type of the matrix (e.g. distanceMatrix or weightMatrix).
The module ClusteringAlgorithms
checks those tags and converts the type of a matrix if necessary.