STrenD: Subspace Trend Discovery
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Contents |
Clustering
Clustering is for data dimension deduction to speed up the analysis.
Minimum Spanning Tree
Build MST for each clustering module so as to tell how cells are related to each other in every module.
Similarity Matrix
Based on the MSTs, implement the Earth Mover's Distance(EMD) method for every two modules to see how each module is similar to the other.
Progression Tree
By checking the visualized similarity matrix, choose the ideal modules for the progression tree generation.