README.md

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JUN

Travis build status

The goal of JUN is to provides functionality for CS599 Project.

Installation

You can install the released version of JUN from CRAN with:

install.packages("https://github.com/jr2339/JUN")

Example

This is a basic example which shows you how to solve a common problem:

library(JUN)
## basic KMEANS example code
KMEANS(data = as.matrix(iris[,1:4]), k =3)
##The example result of KEMANS is
$cluster
[1] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 3 1 3 1 3 3
[58] 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 1 1 3 3 3 3 3 1 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 3 1 1 1 1 1 1 [115] 3 1 1 1 1 1 1 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1

$tot.withinss
[1] 84.07368

$betweenss
[1] 597.2969

## basic hierarchical clustering example code
HCLUST(data = as.matrix(iris[,1:4]))

##The example result of KEMANS is
$merge
       [,1] [,2]
  [1,] -143 -102
  [2,]  -40   -8
  [3,]  -18   -1
  [4,]  -35  -10
  [5,] -133 -129
  [6,]  -49  -11
  [7,]  -41    3
  [8,]  -38   -5
  [9,]  -22  -20
 [10,]    7    8
 [11,]  -31  -30
 [12,]  -94  -58
 [13,]  -82  -81
 [14,] -138 -117
 [15,]  -39   -9
 [16,]  -47    9
 [17,]    2   10
 [18,]  -50   17
 [19,]   -2    4
 [20,]  -48   -4
 [21,]  -29  -28
 [22,]  -93  -83
 [23,]  -97  -96
 [24,] -139 -128
 [25,]   -3   20
 [26,]  -46   19
 [27,]  -13   26
 [28,]   18   21
 [29,]   11   27
 [30,]  -92  -64
 [31,]  -76  -66
 [32,] -100   23
 [33,]  -26   29
 [34,]  -70   13
 [35,] -127 -124
 [36,] -140 -113
 [37,]   25   33
 [38,]  -95   32
 [39,]  -89   38
 [40,]  -85  -67
 [41,]  -79   30
 [42,]  -27  -24
 [43,]  -43   15
 [44,]  -90  -54
 [45,]  -98  -75
 [46,]   37   43
 [47,]  -12   46
 [48,]   -7   47
 [49,]  -36   28
 [50,]    6   49
 [51,]  -44   42
 [52,]  -74   41
 [53,]  -71   24
 [54,]   50   51
 [55,]   48   54
 [56,] -148 -111
 [57,] -144 -121
 [58,] -149 -137
 [59,]  -59   31
 [60,]   34   44
 [61,]  -55   59
 [62,]  -68   22
 [63,] -147   35
 [64,]   16   55
 [65,] -104   14
 [66,] -145 -141
 [67,]  -14   64
 [68,] -146 -142
 [69,]   53   63
 [70,]   39   62
 [71,]  -88  -69
 [72,]   45   61
 [73,] -114    1
 [74,]  -53  -51
 [75,]  -91   70
 [76,]   60   75
 [77,]  -57  -52
 [78,] -131 -108
 [79,]   57   66
 [80,] -123 -106
 [81,] -150   69
 [82,]  -32  -21
 [83,]  -87   74
 [84,]  -25   67
 [85,] -125   79
 [86,]  -37   84
 [87,]   82   86
 [88,]  -62   76
 [89,] -116   58
 [90,] -105    5
 [91,]  -56   40
 [92,]   72   77
 [93,] -122   73
 [94,]   88   91
 [95,]   83   92
 [96,]  -78   95
 [97,]  -77   96
 [98,]   52   94
 [99,] -134  -84
[100,]  -19   -6
[101,]   81   93
[102,]  -72   97
[103,]   65   90
[104,] -112   56
[105,]   36   85
[106,]   87  100
[107,]  -17  106
[108,]   98  102
[109,]  -33  107
[110,]  -34  109
[111,] -130 -126
[112,]  -80  108
[113,]  -73   99
[114,]  -45  110
[115,]  103  104
[116,]  -61   12
[117,]  101  113
[118,]   68  115
[119,]  105  118
[120,]  -16  114
[121,]   89  119
[122,]  -86  112
[123,]  117  121
[124,]  -99  116
[125,]  -60  122
[126,] -103  111
[127,]  123  126
[128,] -119   80
[129,]  -15  120
[130,] -132 -118
[131,]  125  127
[132,]  -65  131
[133,] -101  132
[134,] -120  133
[135,]   78  134
[136,]  -23  129
[137,] -115  135
[138,]  -63  137
[139,]   71  138
[140,]  128  139
[141,] -136  140
[142,] -135  141
[143,] -109  142
[144,]  -42  136
[145,] -110  143
[146,]  124  145
[147,] -107  146
[148,]  130  147
[149,]  144  148

$height
  [1] 0.0000000 0.1000000 0.1000000 0.1000000 0.1000000 0.1000000 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214
 [12] 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214
 [23] 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1414214 0.1732051
 [34] 0.1732051 0.1732051 0.1732051 0.1732051 0.1732051 0.1732051 0.2000000 0.2000000 0.2000000 0.2000000 0.2000000
 [45] 0.2000000 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068 0.2236068
 [56] 0.2236068 0.2236068 0.2449490 0.2449490 0.2449490 0.2449490 0.2449490 0.2449490 0.2449490 0.2449490 0.2449490
 [67] 0.2449490 0.2449490 0.2449490 0.2645751 0.2645751 0.2645751 0.2645751 0.2645751 0.2645751 0.2645751 0.2645751
 [78] 0.2645751 0.2645751 0.2645751 0.2828427 0.2828427 0.2828427 0.3000000 0.3000000 0.3000000 0.3000000 0.3000000
 [89] 0.3000000 0.3000000 0.3000000 0.3162278 0.3162278 0.3162278 0.3162278 0.3162278 0.3162278 0.3316625 0.3316625
[100] 0.3316625 0.3316625 0.3316625 0.3316625 0.3464102 0.3464102 0.3464102 0.3464102 0.3464102 0.3464102 0.3464102
[111] 0.3464102 0.3464102 0.3605551 0.3605551 0.3605551 0.3605551 0.3605551 0.3605551 0.3605551 0.3605551 0.3741657
[122] 0.3741657 0.3741657 0.3872983 0.3872983 0.3872983 0.4000000 0.4123106 0.4123106 0.4123106 0.4123106 0.4242641
[133] 0.4242641 0.4358899 0.4358899 0.4582576 0.4898979 0.4898979 0.5099020 0.5291503 0.5385165 0.5385165 0.5567764
[144] 0.6244998 0.6324555 0.6480741 0.7348469 0.8185353 1.6401219


jr2339/JUN documentation built on Oct. 4, 2020, 12:15 a.m.