Software source WeChat public account [Academic Bits]
【1】DMKD8.8 software core functions:
data dimension
(1)Standardization
(2) Centralization
(3)Normalization
(4)Averaging
(5)Initialization
(6) Minimization
(7)Maximization
(8) Sum normalization
(9) Sum of squares normalization
(10)Forwardization
(11)Reversal
(12) Intervalization
distance measure
(13)Euclidean distance
(14)Standard Euclidean distance
(15) Squared Euclidean distance
(16) Bray-Curtis distance
(17)Canberra distance
(18) Chebyshev distance
(19)Manhattan distance
(20) Hamming distance
(21)JS divergence
similarity measure
(22) Simple matching similarity coefficient
(23)Cosine similarity
(24) Pearson correlation coefficient
(25) Jaccard similarity coefficient
(26) Tanimoto similarity
Principal component analysis
(27) Principal component analysis (two-dimensional)
(28) Principal component analysis (three-dimensional)
Cluster analysis
(29)k-means clustering (two-dimensional)
(30)k-means clustering (three-dimensional)
(31)k-means clustering (N-dimensional)
(32) General network diagram drawing
(33)System clustering diagram
(34) Dual system clustering diagram
(35) Louvain community detection algorithm
(36)Girvan_Newman community detection algorithm
(37) Hierarchical clustering network diagram
(38) Spectral clustering algorithm network diagram
(39)Modularity calculation
Association rules
(40)Aprior association rule algorithm
(41)FP-growth association rule algorithm
Undirected network indicator calculation
(42) Betweenness centrality
(43) Closeness centrality
(44) Eigenvector centrality
(45) Clustering coefficient
(46) Point degree centrality
(47)Number of network nodes
(48)Number of sides
(49)Average degree
(50)Network density
(51)Network indicators such as average clustering coefficient