{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "_k5tMB9V9yTc" }, "source": [ "# $x_i$ 의 평균, 분산, 표준편차(Mean, Variance, Standard Deviation of $x_i$)[Sage Math이용]" ] }, { "cell_type": "markdown", "metadata": { "id": "RN20_e8N93t2" }, "source": [ "### [참고]\n", "\n", "[Geogebra와 수학의 시각화](https://www.geogebra.org/m/gsARCQs5)" ] }, { "cell_type": "markdown", "metadata": { "id": "eF0DuRj6r6PN" }, "source": [ 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)" 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)" ], "metadata": { "id": "2p9Zx6NVL12n" } }, { "cell_type": "markdown", "source": [ "아래는 Sage Math의 Text 파일이다. 위의 Nims 서버와 같은 내용인데, 혹시나 Nims 서버가 없어지는 경우를 대비하여 Text 형식을 아래에 붙여 놓았다.\n", "\n", "~~~\n", "$\\begin{array}{rcl}\n", "\\displaystyle \\text{Mean : } m &=&\\displaystyle\\frac{x_1+x_2+x_3+\\cdots+x_n}{n} \\\\\n", "&=&\\displaystyle \\frac{1}{n}\\sum_{i=1}^n x_i \\\\\n", "\\end{array}$\n", "

\n", "$\\begin{array}{rcl}\n", "\\displaystyle \\displaystyle \\text{Variance : }\n", "\\sigma^2& =&\\displaystyle\\frac{(x_1-m)^2+(x_2-m)^2+\\cdots+(x_n-m)^2}{n} \\\\\n", "&=&\\displaystyle \\frac{1}{n}\\sum_{i=1}^n(x_i-m)^2\n", "=\\displaystyle \\frac{1}{n}\\sum_{i=1}^n(x_i^2-2mx_i+m^2) \\\\\n", "&=&\\displaystyle \\frac{1}{n}\\sum_{i=1}^n x_i^2\n", "- 2m \\times \\frac{1}{n}\\sum_{i=1}^n x_i\n", "+m^2 \\times \\frac{1}{n}\\sum_{i=1}^n 1 \\\\\n", "&=&\\displaystyle \\frac{1}{n}\\sum_{i=1}^n x_i^2\n", "- 2m \\times m\n", "+m^2 \\times \\frac{1}{n} \\times n \\\\\n", "&=&\\displaystyle \\frac{1}{n}\\sum_{i=1}^n x_i^2 - 2m^2 + m^2\n", "=\\displaystyle \\frac{1}{n}\\sum_{i=1}^n x_i^2 -m^2\\\\\n", "\\end{array}$\n", "

\n", "$\\text{Standard Deviation } : \\sigma=\\sqrt{\\sigma^2}$\n", "sage: variate_list=[1,2,3,4,5]\n", "sage: %latex\n", "sage: Variate list: $\\displaystyle=\\sage{latex(variate_list)}$\n", "sage: mean_of_variate_list=mean(variate_list)\n", "sage: %latex\n", "sage: $m=\\displaystyle\\sage{latex(mean_of_variate_list)}$\n", "sage: variance_of_variate_list=variance(variate_list, bias=True)\n", "sage: %latex\n", "sage: $\\sigma^2\\displaystyle=\\sage{latex(variance_of_variate_list)}$\n", "sage: standard_deviation_of_variate_list=std(variate_list, bias=True)\n", "sage: %latex\n", "sage: $\\sigma\\displaystyle=\\sage{latex(standard_deviation_of_variate_list.simplify())}$\n", "sage: squar_of_variate_list=[]\n", "sage: for i in range(len(variate_list)):\n", "... squar_of_variate_list.insert(i,variate_list[i]^2)\n", "sage: %latex\n", "sage: squar of variate list : $\\displaystyle=\\sage{latex(squar_of_variate_list)}$\n", "sage: mean(squar_of_variate_list)-mean(variate_list)^2\n", "2\n", "~~~" ], "metadata": { "id": "axKWI8U7L-X7" } } ] }