From f7d6f6126499ca6a56a0e7fca81520a85b7c418a Mon Sep 17 00:00:00 2001
From: tndoan <doan.thanh.nam.1988@gmail.com>
Date: Wed, 9 Dec 2020 18:42:51 -0500
Subject: [PATCH] Chapter 10

---
 Chapter_10.ipynb | 562 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 562 insertions(+)
 create mode 100644 Chapter_10.ipynb

diff --git a/Chapter_10.ipynb b/Chapter_10.ipynb
new file mode 100644
index 0000000..93aadd7
--- /dev/null
+++ b/Chapter_10.ipynb
@@ -0,0 +1,562 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "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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+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "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)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result = kmeans(X, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
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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": [
+    {
+     "data": {
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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": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.5.1",
+   "language": "julia",
+   "name": "julia-1.5"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.5.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}