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Chapter 10

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tndoan committed 2020-12-09 18:42:51 -05:00
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{
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{
"cell_type": "code",
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"source": [
"using CSV\n",
"using DataFrames\n",
"using Plots\n",
"using StatsPlots\n",
"using GLM\n",
"using Statistics\n",
"using Distributions\n",
"using Random\n",
"using MultivariateStats\n",
"using Clustering"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
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"source": [
"X = randn(2, 50)\n",
"\n",
"X[1, 1:25] = X[1, 1:25] .+ 3\n",
"X[2, 1:25] = X[2, 1:25] .- 4\n",
"scatter(X[1, :], X[2, :], legend=false)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KmeansResult{Array{Float64,2},Float64,Int64}([0.11571504242176926 3.2282230448951474; 0.07818013976821715 -3.943287015604491], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2 … 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [0.16006696751299643, 0.6952238933557737, 5.669535007076988, 1.223402034145309, 0.20838973073509948, 1.7585053507876864, 1.852990031298667, 0.9500953942469366, 2.644713516983856, 0.5686020455334386 … 10.04885271794735, 2.2964692093458687, 0.6863426778361831, 0.2597567234715719, 0.3032486718175304, 3.8931318026126087, 3.9402046638591504, 2.5515240630473897, 16.965344480984694, 3.3167364079110113], [25, 25], [25, 25], 92.46223926742567, 2, true)"
]
},
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],
"source": [
"result = kmeans(X, 2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
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},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centers = result.centers\n",
"\n",
"scatter(centers[1, :], centers[2, :], marker = (:hexagon, :red, stroke(3, 0.2, :black, :dot)), label=\"Centroid\")\n",
"scatter!(X[1, result.assignments .== 1], X[2, result.assignments .== 1], label=\"Cluster 1\", marker=(:yellow))\n",
"scatter!(X[1, result.assignments .== 2], X[2, result.assignments .== 2], label=\"Cluster 2\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KmeansResult{Array{Float64,2},Float64,Int64}([0.5110651841630944 3.2282230448951474 -1.4656855245435316; 0.2230092561915514 -3.943287015604491 -0.5011363259251198], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2 … 3, 3, 1, 1, 1, 1, 1, 3, 1, 1], [0.16006696751299643, 0.6952238933557737, 5.669535007076988, 1.223402034145309, 0.20838973073509948, 1.7585053507876864, 1.852990031298667, 0.9500953942469366, 2.644713516983856, 0.5686020455334386 … 2.2721356434702695, 0.235137819577667, 0.556206536626782, 0.5890275720220514, 0.1203860200820549, 3.0047005422254394, 4.357682810107818, 1.0772573038248558, 14.024911424667273, 3.9374550907310217], [20, 25, 5], [20, 25, 5], 74.7345185135407, 4, true)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = kmeans(X, 3)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
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]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centers = result.centers\n",
"\n",
"scatter(centers[1, :], centers[2, :], marker = (:hexagon, :red, stroke(3, 0.2, :black, :dot)), label=\"Centroid\")\n",
"scatter!(X[1, result.assignments .== 1], X[2, result.assignments .== 1], label=\"Cluster 1\", marker=(:yellow))\n",
"scatter!(X[1, result.assignments .== 2], X[2, result.assignments .== 2], label=\"Cluster 2\", marker=(:green))\n",
"scatter!(X[1, result.assignments .== 3], X[2, result.assignments .== 3], label=\"Cluster 3\", marker=(:blue))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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