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authorJaron Kent-Dobias <jaron@kent-dobias.com>2025-02-12 22:26:45 -0300
committerJaron Kent-Dobias <jaron@kent-dobias.com>2025-02-12 22:26:45 -0300
commit1fb1f1c391c01006cfc62f2820178040250fae06 (patch)
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parent70aa0dc5a377b8a072ba96b18b9f6adc760df9b5 (diff)
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Started introducing model
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@@ -863,6 +863,35 @@
\end{frame}
\begin{frame}
+ \frametitle{A simple model of nonlinear least squares}
+ \begin{columns}
+ \begin{column}{0.9\textwidth}
+ Data: $x_i\mapsto J^i$, $N\times\cdots\times N$ $p$-tensors of Gaussian random numbers\\
+ \hphantom{Data: }$y_i\mapsto V_0$, a constant \\
+
+ \medskip
+
+ Parameters: $\pmb a$ is an $N$-dimensional vector constrained to live on the sphere \\
+
+ \medskip
+
+ Model: $\hat f(J\mid\pmb a)$ is the homogeneous degree-$p$ polynomial
+ \[
+ \hat f(J\mid \pmb a)
+ =\sum_{i_1=1}^N\cdots\sum_{i_p=1}^NJ_{i_1,\ldots,i_p}a_{i_1}\cdots a_{i_p}
+ \]
+ Cost function: the usual
+ \[
+ \chi^2(\pmb a\mid J^1,\ldots,J^M)
+ =\sum_{i=1}^M\left[
+ V_0-\hat f(J^i\mid\pmb a)
+ \right]^2
+ \]
+ \end{column}
+ \end{columns}
+\end{frame}
+
+\begin{frame}
\frametitle{The Euler characteristic \boldmath{$\chi$}}
\begin{columns}
\begin{column}{0.5\textwidth}