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2 changes: 1 addition & 1 deletion analyze-areal-data.html
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Expand Up @@ -860,7 +860,7 @@ <h1 class="title"><span id="sec-analyze-areal-data" class="quarto-section-identi
weights: nb2listw(k4.48)
number of simulations + 1: 500

statistic = 0.29439, observed rank = 500, p-value = 0.002
statistic = 0.29439, observed rank = 499, p-value = 0.002
alternative hypothesis: greater</code></pre>
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149 changes: 78 additions & 71 deletions analyze-network-data.html

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4 changes: 2 additions & 2 deletions analyze-survival-data.html
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Expand Up @@ -785,8 +785,8 @@ <h1 class="title"><span id="sec-survival-analysis" class="quarto-section-identif
<div class="cell-output cell-output-stdout">
<pre><code>Fixed effects:
mean sd 0.025quant 0.5quant 0.975quant mode kld
(Intercept) -4.172 0.376 -4.910 -4.172 -3.434 -4.172 0
xNonmaintained 0.983 0.482 0.038 0.983 1.929 0.983 0
(Intercept) -4.173 0.378 -4.913 -4.173 -3.432 -4.173 0
xNonmaintained 0.984 0.483 0.036 0.984 1.931 0.984 0

is computed </code></pre>
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4 changes: 2 additions & 2 deletions analyze-text-data.html
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Expand Up @@ -778,8 +778,8 @@ <h1 class="title"><span id="sec-analysis-text-data" class="quarto-section-identi
<span id="cb19-10"><a href="#cb19-10"></a> <span class="at">n_check_convergence =</span> <span class="dv">25</span>, <span class="at">progressbar =</span> <span class="cn">FALSE</span></span>
<span id="cb19-11"><a href="#cb19-11"></a> )</span></code><button title="复制到剪贴板" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>#&gt; INFO [06:14:42.698] early stopping at 175 iteration
#&gt; INFO [06:14:43.321] early stopping at 50 iteration</code></pre>
<pre><code>#&gt; INFO [05:04:54.962] early stopping at 175 iteration
#&gt; INFO [05:04:55.568] early stopping at 50 iteration</code></pre>
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</div>
<p>下图展示主题的分布,各个主题及其所占比例。</p>
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4 changes: 2 additions & 2 deletions analyze-time-series-data.html

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36 changes: 18 additions & 18 deletions classification-problems.html
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Expand Up @@ -1010,11 +1010,11 @@ <h1 class="title"><span id="sec-classification-problems" class="quarto-section-i
parameter : cost C = 1

Gaussian Radial Basis kernel function.
Hyperparameter : sigma = 0.845469789207426
Hyperparameter : sigma = 0.623008360928226

Number of Support Vectors : 59

Objective Function Value : -4.658 -5.2078 -20.1766
Objective Function Value : -4.0414 -4.3676 -20.9506
Training error : 0.026667 </code></pre>
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<pre><code> iris_species
iris_knn setosa versicolor virginica
setosa 25 0 0
versicolor 0 23 4
virginica 0 2 21</code></pre>
versicolor 0 23 3
virginica 0 2 22</code></pre>
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</section><section id="sec-neural-networks" class="level2" data-number="40.7"><h2 data-number="40.7" class="anchored" data-anchor-id="sec-neural-networks">
Expand All @@ -1064,20 +1064,20 @@ <h1 class="title"><span id="sec-classification-problems" class="quarto-section-i
<div class="cell-output cell-output-stdout">
<pre><code>a 4-4-3 network with 35 weights
options were - softmax modelling
b-&gt;h1 i1-&gt;h1 i2-&gt;h1 i3-&gt;h1 i4-&gt;h1
0.14 0.26 0.60 0.76 1.01
b-&gt;h2 i1-&gt;h2 i2-&gt;h2 i3-&gt;h2 i4-&gt;h2
0.72 3.10 11.52 -13.44 -6.45
b-&gt;h3 i1-&gt;h3 i2-&gt;h3 i3-&gt;h3 i4-&gt;h3
-71.48 -86.52 38.38 86.85 52.74
b-&gt;h4 i1-&gt;h4 i2-&gt;h4 i3-&gt;h4 i4-&gt;h4
3.07 -0.60 2.10 -0.40 -2.95
b-&gt;o1 h1-&gt;o1 h2-&gt;o1 h3-&gt;o1 h4-&gt;o1
-0.13 -0.24 30.32 -10.63 5.79
b-&gt;o2 h1-&gt;o2 h2-&gt;o2 h3-&gt;o2 h4-&gt;o2
21.04 -0.40 -28.63 -18.75 16.31
b-&gt;o3 h1-&gt;o3 h2-&gt;o3 h3-&gt;o3 h4-&gt;o3
-19.47 0.37 -1.86 29.78 -20.79 </code></pre>
b-&gt;h1 i1-&gt;h1 i2-&gt;h1 i3-&gt;h1 i4-&gt;h1
148.05 169.39 702.94 -1218.15 -537.34
b-&gt;h2 i1-&gt;h2 i2-&gt;h2 i3-&gt;h2 i4-&gt;h2
-51.93 -119.60 -91.22 276.26 130.38
b-&gt;h3 i1-&gt;h3 i2-&gt;h3 i3-&gt;h3 i4-&gt;h3
-1371.99 -76.88 -144.45 349.89 337.51
b-&gt;h4 i1-&gt;h4 i2-&gt;h4 i3-&gt;h4 i4-&gt;h4
-24.41 -191.75 -58.38 -229.31 -91.16
b-&gt;o1 h1-&gt;o1 h2-&gt;o1 h3-&gt;o1 h4-&gt;o1
71.09 512.43 -293.22 -543.92 4.49
b-&gt;o2 h1-&gt;o2 h2-&gt;o2 h3-&gt;o2 h4-&gt;o2
-3.08 -325.66 368.75 16.87 37.73
b-&gt;o3 h1-&gt;o3 h2-&gt;o3 h3-&gt;o3 h4-&gt;o3
-67.71 -185.66 -74.37 528.55 -42.73 </code></pre>
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<p>size 隐藏层中的神经元数量</p>
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8 changes: 4 additions & 4 deletions generalized-additive-models.html
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Expand Up @@ -1354,14 +1354,14 @@ <h1 class="title"><span id="sec-generalized-additive-models" class="quarto-secti
<span id="cb58-2"><a href="#cb58-2"></a>res<span class="sc">$</span>summary.fixed</span></code><button title="复制到剪贴板" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>#&gt; mean sd 0.025quant 0.5quant 0.975quant mode kld
#&gt; b0 1.828027 0.06147354 1.706422 1.828284 1.948169 1.828279 1.782545e-08</code></pre>
#&gt; b0 1.828027 0.06147357 1.706422 1.828283 1.948169 1.828279 1.782558e-08</code></pre>
</div>
<div class="sourceCode cell-code" id="cb60"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb60-1"><a href="#cb60-1"></a><span class="co"># 超参数</span></span>
<span id="cb60-2"><a href="#cb60-2"></a>res<span class="sc">$</span>summary.hyperpar</span></code><button title="复制到剪贴板" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<pre><code>#&gt; mean sd 0.025quant 0.5quant 0.975quant mode
#&gt; Theta1 for s 2.000684 0.0623506 1.876512 2.001169 2.122006 2.003209
#&gt; Theta2 for s -4.851258 0.1297349 -5.105062 -4.851807 -4.594250 -4.854094</code></pre>
<pre><code>#&gt; mean sd 0.025quant 0.5quant 0.975quant mode
#&gt; Theta1 for s 2.000684 0.06235036 1.876512 2.001169 2.122006 2.003209
#&gt; Theta2 for s -4.851258 0.12973214 -5.105057 -4.851807 -4.594256 -4.854095</code></pre>
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</div>
<p>提取预测数据,并整理数据。</p>
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30 changes: 15 additions & 15 deletions hierarchical-normal-models.html
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Expand Up @@ -790,7 +790,7 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
#&gt; theta[8] 8.45 0.19 8.00 -7.45 4.02 8.13 12.69 26.56 1728 1
#&gt; lp__ -50.67 0.11 2.64 -56.69 -52.25 -50.40 -48.78 -46.34 584 1
#&gt;
#&gt; Samples were drawn using NUTS(diag_e) at Thu Feb 1 06:32:23 2024.
#&gt; Samples were drawn using NUTS(diag_e) at Mon Feb 5 05:18:50 2024.
#&gt; For each parameter, n_eff is a crude measure of effective sample size,
#&gt; and Rhat is the potential scale reduction factor on split chains (at
#&gt; convergence, Rhat=1).</code></pre>
Expand All @@ -807,7 +807,7 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
#&gt; mean se_mean sd 2.5% 97.5% n_eff Rhat
#&gt; tau 6.43 0.2 5.35 0.22 19.73 733 1
#&gt;
#&gt; Samples were drawn using NUTS(diag_e) at Thu Feb 1 06:32:23 2024.
#&gt; Samples were drawn using NUTS(diag_e) at Mon Feb 5 05:18:50 2024.
#&gt; For each parameter, n_eff is a crude measure of effective sample size,
#&gt; and Rhat is the potential scale reduction factor on split chains (at
#&gt; convergence, Rhat=1).</code></pre>
Expand All @@ -825,21 +825,21 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="fu">str</span>(eight_schools_sim)</span></code><button title="复制到剪贴板" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>#&gt; List of 5
#&gt; $ mu : num [1:2000(1d)] 10.9 7.32 11.08 6.01 7.17 ...
#&gt; $ mu : num [1:2000(1d)] 4.379 8.171 12.021 -0.284 7.584 ...
#&gt; ..- attr(*, "dimnames")=List of 1
#&gt; .. ..$ iterations: NULL
#&gt; $ tau : num [1:2000(1d)] 0.0611 13.9378 0.2101 10.2247 8.0898 ...
#&gt; $ tau : num [1:2000(1d)] 14.523 0.742 13.614 14.05 10.707 ...
#&gt; ..- attr(*, "dimnames")=List of 1
#&gt; .. ..$ iterations: NULL
#&gt; $ eta : num [1:2000, 1:8] -0.0263 1.2116 0.6171 0.4923 1.2238 ...
#&gt; $ eta : num [1:2000, 1:8] 0.8887 1.7902 -0.3404 1.1472 0.0448 ...
#&gt; ..- attr(*, "dimnames")=List of 2
#&gt; .. ..$ iterations: NULL
#&gt; .. ..$ : NULL
#&gt; $ theta: num [1:2000, 1:8] 10.9 24.2 11.2 11 17.1 ...
#&gt; $ theta: num [1:2000, 1:8] 17.29 9.5 7.39 15.83 8.06 ...
#&gt; ..- attr(*, "dimnames")=List of 2
#&gt; .. ..$ iterations: NULL
#&gt; .. ..$ : NULL
#&gt; $ lp__ : num [1:2000(1d)] -54 -46.3 -54 -48.5 -51 ...
#&gt; $ lp__ : num [1:2000(1d)] -48.4 -51.8 -49.8 -46.1 -49 ...
#&gt; ..- attr(*, "dimnames")=List of 1
#&gt; .. ..$ iterations: NULL</code></pre>
</div>
Expand Down Expand Up @@ -2267,7 +2267,7 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
#&gt; alpha0 106.3 0.1 3.6 99.5 103.9 106.4 108.8 113.2 1965 1
#&gt; lp__ -438.0 0.3 7.0 -452.8 -442.6 -437.4 -433.2 -425.4 558 1
#&gt;
#&gt; Samples were drawn using NUTS(diag_e) at Thu Feb 1 06:34:04 2024.
#&gt; Samples were drawn using NUTS(diag_e) at Mon Feb 5 05:20:20 2024.
#&gt; For each parameter, n_eff is a crude measure of effective sample size,
#&gt; and Rhat is the potential scale reduction factor on split chains (at
#&gt; convergence, Rhat=1).</code></pre>
Expand Down Expand Up @@ -2679,11 +2679,11 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
#&gt;
#&gt; Model hyperparameters:
#&gt; mean sd 0.025quant 0.5quant
#&gt; Precision for the Gaussian observations 2414.80 311.28 1852.68 2397.51
#&gt; Precision for rats 888.43 244.91 495.43 858.84
#&gt; Precision for the Gaussian observations 2414.67 311.30 1852.63 2397.34
#&gt; Precision for rats 888.04 244.24 494.56 859.03
#&gt; 0.975quant mode
#&gt; Precision for the Gaussian observations 3076.02 2368.15
#&gt; Precision for rats 1451.76 804.50
#&gt; Precision for the Gaussian observations 3076.07 2367.82
#&gt; Precision for rats 1448.25 806.15
#&gt;
#&gt; is computed</code></pre>
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Expand All @@ -2709,13 +2709,13 @@ <h1 class="title"><span id="sec-hierarchical-normal-models" class="quarto-sectio
#&gt;
#&gt; Model hyperparameters:
#&gt; mean sd 0.025quant 0.5quant
#&gt; Precision for the Gaussian observations 4522.632 666.547 3334.879 4480.318
#&gt; Precision for the Gaussian observations 4522.633 666.549 3334.882 4480.317
#&gt; Precision for rats (component 1) 32.097 7.956 18.939 31.260
#&gt; Precision for rats (component 2) 33.234 8.227 19.603 32.377
#&gt; Rho1:2 for rats -0.001 0.172 -0.335 -0.001
#&gt; 0.975quant mode
#&gt; Precision for the Gaussian observations 5952.967 4407.841
#&gt; Precision for rats (component 1) 50.049 29.769
#&gt; Precision for the Gaussian observations 5952.976 4407.835
#&gt; Precision for rats (component 1) 50.049 29.770
#&gt; Precision for rats (component 2) 51.773 30.859
#&gt; Rho1:2 for rats 0.334 -0.001
#&gt;
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% Created by tikzDevice version 0.12.6 on 2024-02-01 06:36:08
% Created by tikzDevice version 0.12.6 on 2024-02-05 05:22:18
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Expand Up @@ -601,7 +601,7 @@ <h1 class="title">R 语言数据分析实战</h1>
<div>
<div class="quarto-title-meta-heading">发布日期</div>
<div class="quarto-title-meta-contents">
<p class="date">2024年2月1日</p>
<p class="date">2024年2月5日</p>
</div>
</div>

Expand All @@ -628,7 +628,7 @@ <h1 class="title">R 语言数据分析实战</h1>
<p>本书初稿是在 RStudio IDE 内使用 <a href="https://quarto.org/">Quarto</a> 编辑的,Quarto 是继<a href="https://rmarkdown.rstudio.com/">R Markdown</a>之后,一个新的开源的科学和技术发布系统,它基于 <a href="https://pandoc.org/">Pandoc</a>支持输出多种格式的书稿,比如 HTML 网页、EPUB 电子书、DOCX 文档和 PDF 便携式文档等。Quarto 吸收了过去 10 年 R Markdown 取得的经验和教训,在书籍写作、创建博客、制作简历和幻灯片等系列场景中支持更加统一的使用语法,一份源文档输出多种格式,使文档内容在不同场景中的迁移成本更低。了解更多 Quarto 特性,请访问 <a href="https://quarto.org/" class="uri">https://quarto.org/</a></p>
<p>书中的代码字体采用美观的 <a href="https://ctan.org/pkg/sourcecodepro">Source Code Pro</a> 字体, 为方便跨操作系统编译书籍电子版,正文的中文字体采用开源的 <a href="https://ctan.org/pkg/fandol">fandol</a> 字体。此外,考虑到美观性,本书图形使用了 Noto 系列中英文字体,它们来自 <a href="https://fonts.google.com/">Google Fonts 字体库</a>,分别是 Noto Sans 无衬线英文字体和 Noto Serif SC 宋体中文字体。</p>
<p>书中 R 包名以粗体表示,如 <strong>knitr</strong> 包,函数名以等宽体表示,如 <code><a href="https://rdrr.io/r/graphics/plot.default.html">plot()</a></code>,函数的参数名同理。代码块内注释用 <code>#</code> 表示,运行结果每一行开头以 <code>#&gt;</code> 标记。本书写作过程中,依赖 <strong>knitr</strong> <span class="citation" data-cites="xie2015">(<a href="references.html#ref-xie2015" role="doc-biblioref">Xie 2015</a>)</span><strong>ggplot2</strong> <span class="citation" data-cites="Hadley2016">(<a href="references.html#ref-Hadley2016" role="doc-biblioref">Wickham 2016</a>)</span><strong>lattice</strong> <span class="citation" data-cites="Deepayan2008">(<a href="references.html#ref-Deepayan2008" role="doc-biblioref">Sarkar 2008</a>)</span> 等众多 R 包。考虑到要同时支持 DOCX、EPUB、PDF 和 HTML 四种书籍格式,书中使用 <strong>knitr</strong> 包和 <a href="https://github.com/rstudio/gt"><strong>gt</strong></a> 包制作静态的表格。</p>
<p>为方便测试贡献者提供的 PR,本书托管在 Github 上,同时启用 Github Action 服务,为书籍自定义了一个可复现全书内容的运行环境,包括 R 软件、扩展包和系统软件依赖,详见仓库中的 DESCRIPTION 文件。你现在看到的是在线编译版本,使用 Quarto 1.4.549,最新一次编译时间是 2024-02-01 14:00:55</p>
<p>为方便测试贡献者提供的 PR,本书托管在 Github 上,同时启用 Github Action 服务,为书籍自定义了一个可复现全书内容的运行环境,包括 R 软件、扩展包和系统软件依赖,详见仓库中的 DESCRIPTION 文件。你现在看到的是在线编译版本,使用 Quarto 1.4.549,最新一次编译时间是 2024-02-05 12:50:52</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a>xfun<span class="sc">::</span><span class="fu">session_info</span>(<span class="at">packages =</span> <span class="fu">c</span>(</span>
<span id="cb1-2"><a href="#cb1-2"></a> <span class="st">"ggplot2"</span>, <span class="st">"gganimate"</span>, <span class="st">"ggrepel"</span>, <span class="st">"ggdensity"</span>,</span>
Expand All @@ -653,18 +653,18 @@ <h1 class="title">R 语言数据分析实战</h1>
#&gt; gganimate_1.0.8 ggbeeswarm_0.7.2 ggdensity_1.0.0 ggeffects_1.3.4
#&gt; ggforce_0.4.1 ggnewscale_0.4.9 ggplot2_3.5.0 ggraph_2.1.0.9000
#&gt; ggrepel_0.9.5 ggridges_0.5.6 ggsignif_0.6.4 gifski_1.12.0.2
#&gt; glmnet_4.1.8 gt_0.10.1 httr_1.4.7 igraph_2.0.1
#&gt; glmnet_4.1.8 gt_0.10.1 httr_1.4.7 igraph_2.0.1.1
#&gt; INLA_23.9.9 knitr_1.45 lattice_0.21.9 lme4_1.1.35.1
#&gt; magick_2.8.2 mgcv_1.9.0 patchwork_1.2.0 plotly_4.10.4
#&gt; purrr_1.0.2 rmarkdown_2.25 rsconnect_1.2.0 sf_1.0.15
#&gt; purrr_1.0.2 rmarkdown_2.25 rsconnect_1.2.1 sf_1.0.15
#&gt; shiny_1.8.0 showtext_0.9.6 spaMM_4.4.16 stars_0.6.4
#&gt; terra_1.7.71 tidygraph_1.3.1 tidyr_1.3.1 tinytex_0.49
#&gt; xgboost_1.7.7.1
#&gt;
#&gt; Pandoc version: 3.1.11
#&gt;
#&gt; LaTeX version used:
#&gt; TeX Live 2023 (TinyTeX) with tlmgr 2024-01-13</code></pre>
#&gt; TeX Live 2023 (TinyTeX) with tlmgr 2024-01-31</code></pre>
</div>
</div>

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