2020-06-06 19:40:48 +02:00
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# Landau PDF
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2020-06-05 16:36:19 +02:00
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2020-06-07 00:02:20 +02:00
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## A pathological distribution
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2020-06-05 16:36:19 +02:00
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2020-06-06 19:40:48 +02:00
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Because of its fat tail:
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2020-06-05 16:36:19 +02:00
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2020-06-06 02:53:49 +02:00
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\begin{align*}
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2020-06-06 19:40:48 +02:00
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E[x] &\longrightarrow + \infty \\
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V[x] &\longrightarrow + \infty
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2020-06-06 02:53:49 +02:00
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\end{align*}
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2020-06-05 16:36:19 +02:00
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2020-06-07 00:02:20 +02:00
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. . .
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2020-06-08 23:45:13 +02:00
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No closed form for parameters $\thus$ numerical estimations
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2020-06-05 23:27:21 +02:00
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2020-06-07 00:02:20 +02:00
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2020-06-06 19:40:48 +02:00
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## Landau median
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2020-06-05 23:27:21 +02:00
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2020-06-06 19:40:48 +02:00
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The median of a PDF is defined as:
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2020-06-05 23:27:21 +02:00
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$$
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2020-06-07 14:32:03 +02:00
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m = Q \left( \frac{1}{2} \right)
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2020-06-05 23:27:21 +02:00
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$$
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2020-06-06 02:53:49 +02:00
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2020-06-07 00:02:20 +02:00
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. . .
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2020-06-07 14:32:03 +02:00
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- CDF computed by numerical integration
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2020-06-06 19:40:48 +02:00
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- QDF computed by numerical root-finding (Brent)
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2020-06-06 02:53:49 +02:00
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2020-06-05 23:27:21 +02:00
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$$
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2020-06-07 14:32:03 +02:00
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m_L\ex = 1.3557804...
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2020-06-05 16:36:19 +02:00
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$$
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2020-06-06 02:53:49 +02:00
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2020-06-07 00:02:20 +02:00
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## Landau mode
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2020-06-08 23:45:13 +02:00
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- Maximum $\quad \Longrightarrow \quad \partial_x L(\mu) = 0$
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2020-06-07 14:32:03 +02:00
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. . .
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2020-06-07 00:02:20 +02:00
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- Computed by numerical minimization (Brent)
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$$
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2020-06-07 14:32:03 +02:00
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\mu_L\ex = − 0.22278...
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2020-06-07 00:02:20 +02:00
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$$
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## Landau FWHM
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2020-06-07 14:32:03 +02:00
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We need to compute the maximum:
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2020-06-07 00:02:20 +02:00
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$$
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2020-06-07 14:32:03 +02:00
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L_{\text{max}} = L(\mu_L)
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2020-06-07 00:02:20 +02:00
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$$
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2020-06-07 14:32:03 +02:00
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$$
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\text{FWHM} = w = x_+ - x_- \with L(x_{\pm}) = \frac{L_{\text{max}}}{2}
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$$
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. . .
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- Computed by numerical root finding (Brent)
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2020-06-07 00:02:20 +02:00
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$$
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2020-06-07 14:32:03 +02:00
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w_L\ex = 4.018645...
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2020-06-07 00:02:20 +02:00
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$$
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