regression add
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@@ -425,7 +425,7 @@ MathJax.Hub.Config({
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p>
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<center><h4>Dec 21, 2019</h4></center> <!-- date -->
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<center><h4>Dec 24, 2019</h4></center> <!-- date -->
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<br>
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<p>
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@@ -444,6 +444,14 @@ and finally the relative error as
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<span style="color: #008000; font-weight: bold">return</span> <span style="color: #008000">abs</span>((y_data<span style="color: #666666">-</span>y_model)<span style="color: #666666">/</span>y_data)
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<span style="color: #008000; font-weight: bold">print</span>(RelativeError(Energies, ytilde))
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</pre></div>
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<p>
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We could also add the so-called Huber norm, which we defined as
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$$
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H_{\delta}(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}},
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$$
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with \( a=\boldsymbol{y} - \boldsymbol{\tilde{y}} \).
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<p>
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<p>
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<!-- navigation buttons at the bottom of the page -->
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@@ -425,7 +425,7 @@ MathJax.Hub.Config({
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p>
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<center><h4>Dec 21, 2019</h4></center> <!-- date -->
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<center><h4>Dec 24, 2019</h4></center> <!-- date -->
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<br>
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<p>
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@@ -148,7 +148,7 @@ MathJax.Hub.Config({
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p> <br>
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<center><h4>Dec 21, 2019</h4></center> <!-- date -->
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<center><h4>Dec 24, 2019</h4></center> <!-- date -->
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<br>
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<p>
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@@ -852,6 +852,15 @@ and finally the relative error as
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<span style="color: #8B008B; font-weight: bold">return</span> <span style="color: #658b00">abs</span>((y_data-y_model)/y_data)
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<span style="color: #8B008B; font-weight: bold">print</span>(RelativeError(Energies, ytilde))
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</pre></div>
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<p>
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We could also add the so-called Huber norm, which we defined as
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<p> <br>
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$$
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H_{\delta}(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}},
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$$
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<p> <br>
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with \( a=\boldsymbol{y} - \boldsymbol{\tilde{y}} \).
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</section>
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@@ -305,7 +305,7 @@ MathJax.Hub.Config({
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p>
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<center><h4>Dec 21, 2019</h4></center> <!-- date -->
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<center><h4>Dec 24, 2019</h4></center> <!-- date -->
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<br>
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<p>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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@@ -955,6 +955,14 @@ and finally the relative error as
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<span style="color: #8B008B; font-weight: bold">return</span> <span style="color: #658b00">abs</span>((y_data-y_model)/y_data)
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<span style="color: #8B008B; font-weight: bold">print</span>(RelativeError(Energies, ytilde))
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</pre></div>
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<p>
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We could also add the so-called Huber norm, which we defined as
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$$
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H_{\delta}(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}},
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$$
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with \( a=\boldsymbol{y} - \boldsymbol{\tilde{y}} \).
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<p>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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@@ -310,7 +310,7 @@ MathJax.Hub.Config({
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p>
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<center><h4>Dec 21, 2019</h4></center> <!-- date -->
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<center><h4>Dec 24, 2019</h4></center> <!-- date -->
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<br>
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<p>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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@@ -960,6 +960,14 @@ and finally the relative error as
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<span style="color: #008000; font-weight: bold">return</span> <span style="color: #008000">abs</span>((y_data<span style="color: #666666">-</span>y_model)<span style="color: #666666">/</span>y_data)
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<span style="color: #008000; font-weight: bold">print</span>(RelativeError(Energies, ytilde))
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</pre></div>
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<p>
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We could also add the so-called Huber norm, which we defined as
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$$
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H_{\delta}(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}},
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$$
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with \( a=\boldsymbol{y} - \boldsymbol{\tilde{y}} \).
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<p>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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@@ -10,7 +10,7 @@
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"<!-- Author: --> \n",
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"**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
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"\n",
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"Date: **Dec 21, 2019**\n",
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"Date: **Dec 24, 2019**\n",
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"\n",
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"Copyright 1999-2019, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
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"\n",
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@@ -1031,6 +1031,25 @@
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"We could also add the so-called Huber norm, which we defined as"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"$$\n",
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"H_{\\delta}(a)={\\begin{cases}{\\frac {1}{2}}{a^{2}}&{\\text{for }}|a|\\leq \\delta ,\\\\\\delta (|a|-{\\frac {1}{2}}\\delta ),&{\\text{otherwise.}}\\end{cases}}},\n",
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"$$"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"with $a=\\boldsymbol{y} - \\boldsymbol{\\tilde{y}}$.\n",
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"\n",
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"\n",
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"## The $\\chi^2$ function\n",
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"\n",
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"Normally, the response (dependent or outcome) variable $y_i$ is the\n",
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@@ -3374,7 +3393,7 @@
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"source": [
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"1\n",
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"1\n",
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"2\n",
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"3\n",
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" \n",
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"<\n",
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"<\n",
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@@ -6103,7 +6122,7 @@
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"source": [
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"1\n",
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"7\n",
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"6\n",
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"7\n",
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" \n",
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"<\n",
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"<\n",
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Binary file not shown.
Binary file not shown.
@@ -575,7 +575,13 @@ print(RelativeError(Energies, ytilde))
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!ec
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We could also add the so-called Huber norm, which we defined as
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!bt
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\[
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H_{\delta}(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}},
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\]
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!et
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with $a=\bm{y} - \bm{\tilde{y}}$.
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!split
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