<style> /* 頁面整體設定 */ html, body, .ui-content { background: #2C2C2C; color: #DFDCFF; } table{ color: #4B0082; } /* tag顏色設定 */ .markdown-body h6 { font-size: .85em; color: #A5FFE5; -webkit-animation: discolor 5s linear infinite, glint 2s ease infinite; animation: discolor 5s linear infinite, glint 2s ease infinite; /*animation: discolor 5s linear infinite, glint 2s ease infinite;*/ } /* 設定右上角留言按鈕 */ #comment-app .open-comments { background: transparent; } .btn-default { background: transparent; border-color: #A5FFE599; -webkit-animation: discolor 5s linear infinite, glint 2s ease infinite; animation: discolor 5s linear infinite, glint 2s ease infinite; } .btn-default:hover { background: transparent; } .ui-comment-app .open-comments .btn.ui-open-comments { color: #A5FFE599; } .ui-comment-app .open-comments .btn.ui-open-comments:hover { color: #A5FFE5; } /* 設置愛心、收藏、小鈴鐺按鈕 */ .community-button { color: #A5FFE580; -webkit-animation: discolor 5s linear infinite, glint 2s ease infinite; animation: discolor 5s linear infinite, glint 2s ease infinite; } .community-button:hover { color: #A5FFE5; background: transparent; } /* 設定 code 模板 */ .markdown-body code, .markdown-body tt { background-color: #ffffff36; } .markdown-body .highlight pre, .markdown-body pre { color: #ddd; background-color: #00000080; } .hljs-tag { color: #ddd; } .token.operator { background-color: transparent; } /* h1, h2 樣式 */ .markdown-body h1, .markdown-body h2 { border-bottom-color: #ffffff80; text-shadow: 3px 3px 3px #9370DB; } /* 設定小目錄的背景顏色 */ .ui-toc-dropdown { background-color: #2C2C2C; } /* 設定行動裝置中,小目錄按鈕 */ .ui-toc-label.btn { background: linear-gradient(180deg, #2BE8CF60 0%, #2B83E860 100%); color: #ffffff90; } .ui-toc-label.btn:hover { background: linear-gradient(180deg, #2BE8CF90 0%, #2B83E890 100%); color: #ffffff; } /* 設定小目錄內連結 */ .ui-toc-dropdown .nav>li>a, .toc-menu>a { color: #D4F9FF; font-weight: bold; } .ui-toc-dropdown .nav>li>a:focus, .ui-toc-dropdown .nav>li>a:hover { color: #00FFD5; border-left: 1px solid #00FFD5; } .ui-toc-dropdown .nav>.active:focus>a, .ui-toc-dropdown .nav>.active:hover>a, .ui-toc-dropdown .nav>.active>a { color: #00FFD5; border-left: 1px solid #00FFD5; /* -webkit-animation: discolor 5s linear infinite, glint 2s ease infinite; animation: discolor 5s linear infinite, glint 2s ease infinite; */ } .toc-menu>a:focus, .toc-menu>a:hover { color: #00FFD5; } /* 回到最上面的按鈕 */ .markdown-body a > .fa-chevron-up { position: fixed; bottom: 20px; right: 20px; padding: 4px; border-radius: 4px; color: #fff; background: linear-gradient(180deg, #2BE8CF60 0%, #2B83E860 100%); } .markdown-body a:hover > .fa { background: linear-gradient(180deg, #2BE8CF95 0%, #2B83E895 100%); -webkit-animation: discolor 5s linear infinite, glint 2s ease infinite; animation: discolor 5s linear infinite, glint 2s ease infinite; } /* 右邊滾動軸 */ ::-webkit-scrollbar { width: 10px; } ::-webkit-scrollbar-track { background: transparent; } ::-webkit-scrollbar-thumb { background: linear-gradient(180deg, #2BE8CF60 0%, #2B83E860 100%); border-radius: 3px; } ::-webkit-scrollbar-thumb:hover { background: linear-gradient(180deg, #2BE8CF95 0%, #2B83E895 100%); } /* 設定連結 */ a, .open-files-container li.selected a { color: #89FFF8; } a:hover, .open-files-container li.selected a:hover { color: #89FFF8; } /* 上面的名字顏色修改 */ .text-gray-900 { --tw-text-opacity: 1; color: #95FFFF; animation: discolor 5s linear infinite, glint 2s ease infinite; } /* 下面的名字顏色修改 */ /* 這個會修改到最下面的HackMD 但不會閃爍*/ .footer a { color: #95FFFF; } .text-black-brand { --tw-text-opacity: 1; animation: discolor 5s linear infinite, glint 2s ease infinite; } /* 動畫 */ @keyframes discolor { 0%, 100% {filter: hue-rotate(0);} 50% {filter: hue-rotate(180deg);} } </style> ###### tags: `機率` # CH 1 ## Stem-and-Leaf Display ex. 167, 155, 167, 158, 163, 175, 173, 182, 177 sort : 155, 158, 163, 167, 167, 173, 175, 177, 182 stem : 百位和十位,leaf : 個位數 | stem | leaf | | -------- | -------- | | 15 | 58 | | 16 | 377 | | 17 | 357 | | 18 | 2 | ## Dotplots(點點圖) - 適合用在資料集少,不同的值少的情況 ![](https://i.imgur.com/rO9HlId.png) ## Histograms(~~方方圖~~) ### 簡介 - x軸為出現的數值 - y軸為數值出現的relative frequency - relative frequency = $\frac{數值出現次數}{總共有多少數值}$ ![](https://i.imgur.com/LeECu1P.png) ### 觀察 1. 峰值 | ![](https://i.imgur.com/t2OSvd7.png) | ![](https://i.imgur.com/fq2Xe3o.png) | |:------------------------------------:|:------------------------------------:| | 一個峰值 | 兩個峰值 | 2. 歪斜 - 左長 $\rightarrow$ 負 (左圖) - 右長 $\rightarrow$ 正 (右圖) | ![](https://i.imgur.com/jzseGiK.png) | ![](https://i.imgur.com/uAzMOkj.png) | ![](https://i.imgur.com/D1u39Mn.png) | |:------------------------------------:|:------------------------------------:|:------------------------------------:| | negatively skewed | symmetric | positively skewed | ## Mean ($\mu$) - 平均值 - sample mean ( $\bar{x}$ ) ### trimmed mean x% trimmed mean 就是將最小的x%的資料和最大的x%資料刪除之後算平均。 ex. ~~1~~, 2, 6, 7, 7, 9, 11, 11, ~~19~~ $\bar{x}$ tri(10) = (2 + 6 + 7 + 7 + 9 + 11 + 11) / 8 = 8 ## Median ($\tilde{\mu}$) - 中位數 - sample median ( $\tilde{x}$ ) - 若資料數為奇數,median = 第$\frac{n+1}{2}$個資料 - 若資料數為偶數,median = 第$\frac{n}{2}$和$\frac{n}{2}$+1個資料的平均 - mean和median的關係 | ![](https://i.imgur.com/zeAut9A.png) | ![](https://i.imgur.com/IRo7znp.png) | ![](https://i.imgur.com/ZjzDRTF.png) | |:------------------------------------:|:------------------------------------:|:------------------------------------:| | negative skew | symmetric | positive skew | ## Measures of Variability ($\sigma ^ 2$) - 變異數 ### $\sigma ^ 2$ = $\cfrac{\sum ^ {N}_{i=1} (x_i - \mu) ^ 2}{N}$ ### standard deviation ( $\sigma$ ) - 標準差 - $\sigma = \sqrt{\sigma^2}$ ### sample variance($S^2$) - $S^2$ = $\cfrac{\sum ^ {n}_{i=1} (x_i - \mu) ^ 2}{n - 1}$ = $\cfrac{S_{xx}}{n - 1}$ - $S_{xx}$ : 離差平方和 ( $\sum ^ {n}_{i=1} (x_i - \mu) ^ 2$ ) ## Boxplots ### 要標示出的五點 1. smallest : 最小值 2. lower fourth : 左半邊的中位數 3. median : 中位數 4. upper fourth : 右半邊的中位數 5. largest : 最大值 ex. 1, 3, 4, 6, 10, 13, 15, 16, 16, 20, 25 ![](https://i.imgur.com/2heMamq.png) ### <i class=" fa fa-star"></i> Show Outliers - 線要畫到不是outlier的最後一個點 - fs = upper fourth - lower fourth - mild outlier : 在upper fourth或lower fourth以外的1.5fs ~ 3fs,用實心圓標示 - extreme outlier : 在upper fourth或lower fourth以外的3fs外,用空心圓標示 ![](https://i.imgur.com/G1BITJJ.png) ## Edit Record 2023/04/04