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- Committer: joep
- Date: 2009-08-17 03:43:53 UTC
- mfrom: (1799.1.26 skipper-working)
- Revision ID: josef.pktd@gmail.com-20090817034353-ktg588ju3qhmruvq
merge from Skipper, trying to clear up move, keeping history
- files added:
- nipy/fixes/scipy/stats/models/docs
- files removed:
- nipy/fixes/scipy/stats/models/tests/test_utils.py
- files modified:
- nipy/fixes/scipy/stats/models/TODO.txt
added
removed
nipy/fixes/scipy/stats/models/docs/GLMNotes.lyx
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#LyX 1.6.2 created this file. For more info see http://www.lyx.org/
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\lyxformat 345
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\begin_document
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\begin_header
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\output_changes false
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\author ""
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\author ""
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\end_header
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\begin_body
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\begin_layout Standard
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Variance Functions:
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\end_layout
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\begin_layout Standard
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Constant:
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\begin_inset Formula $\boldsymbol{1}$
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\end_inset
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\end_layout
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\begin_layout Standard
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Power:
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\begin_inset Formula $\boldsymbol{X}^{2}$
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\end_inset
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\end_layout
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\begin_layout Standard
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Binomial:
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\begin_inset Formula $np(1-p)\text{ where }p=\frac{\mu}{n};\,\, V(\mu)=np(1-p)$
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\end_inset
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\end_layout
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\begin_layout Standard
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\begin_inset Formula $\frac{\partial\mu}{\partial\eta}$
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\end_inset
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\end_layout
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\begin_layout Standard
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Links: initialization of base class returns the actual mean vector
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\begin_inset Formula $\boldsymbol{\mu}$
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\end_inset
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;
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\begin_inset Formula $p$
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\end_inset
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in the logit and subclasses;
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\begin_inset Formula $x$
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\end_inset
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elsewhere.
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\end_layout
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\begin_layout Standard
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\begin_inset Float table
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placement H
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wide false
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sideways false
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status open
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<column alignment="center" valignment="top" width="0">
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<column alignment="center" valignment="top" width="0">
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<row>
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\end_layout
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\begin_inset Text
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\begin_layout Plain Layout
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Link
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\begin_inset Formula $g(p)$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Inverse
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\begin_inset Formula $g^{-1}(p)$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Analytic Derivative
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\begin_inset Formula $g^{\prime}(p)$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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</cell>
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\begin_inset Text
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\end_layout
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Logit
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $z=\log\frac{p}{1-p}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $p=\frac{e^{z}}{1+e^{z}}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
241
\begin_inset Formula $g^{\prime}(p)=\frac{1}{p(1-p)}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Power
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $z=x^{\text{pow}}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $x=z^{\frac{1}{\text{pow}}}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $g^{\prime}(x)=\text{pow}\cdot x^{\text{power}-1}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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Inverse
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</cell>
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<cell multicolumn="1" alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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same as above with
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\begin_inset Formula $\text{pow}=-1$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Square Root
345
\end_layout
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\end_inset
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</cell>
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<cell multicolumn="1" alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $\text{pow}=0.5$
354
\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\end_layout
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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Identity
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="1" alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
391
\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $\text{pow}=1$
395
\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
426
Log
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
432
\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $z=\log x$
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\end_inset
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\end_layout
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\end_inset
442
</cell>
443
<cell alignment="center" valignment="top" topline="true" bottomline="true" usebox="none">
444
\begin_inset Text
445
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\begin_layout Plain Layout
447
\begin_inset Formula $g^{-1}(z)=e^{z}$
448
\end_inset
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\end_layout
452
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\end_inset
454
</cell>
455
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
456
\begin_inset Text
457
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\begin_layout Plain Layout
459
\begin_inset Formula $g^{\prime}(x)=\frac{1}{x}$
460
\end_inset
461
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\end_layout
464
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\end_inset
466
</cell>
467
</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
470
\begin_inset Text
471
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\begin_layout Plain Layout
473
CDFLink/Probit
474
\end_layout
475
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\end_inset
477
</cell>
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<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
479
\begin_inset Text
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\begin_layout Plain Layout
482
\begin_inset Formula $z=\Phi^{-1}(p)$
483
\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
494
\begin_inset Formula $p=\Phi(z)$
495
\end_inset
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\end_layout
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\end_inset
501
</cell>
502
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
503
\begin_inset Text
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\begin_layout Plain Layout
506
\begin_inset Formula $g^{\prime}(x)=\frac{1}{\int_{-\infty}^{p}f(t)dt}$
507
\end_inset
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\end_layout
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\end_inset
513
</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
517
\begin_inset Text
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\begin_layout Plain Layout
520
Cauchy
521
\end_layout
522
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\end_inset
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</cell>
525
<cell multicolumn="1" alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
526
\begin_inset Text
527
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\begin_layout Plain Layout
529
same as the above with the Cauchy distribution
530
\end_layout
531
532
\end_inset
533
</cell>
534
<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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541
\end_inset
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</cell>
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<cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\end_layout
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\end_inset
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</cell>
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</row>
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<row>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
555
\begin_inset Text
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\begin_layout Plain Layout
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CLogLog
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
564
\begin_inset Text
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566
\begin_layout Plain Layout
567
\begin_inset Formula $z=\log(-\log p)$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
579
\begin_inset Formula $p=e^{-e^{z}}$
580
\end_inset
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
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\begin_inset Text
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\begin_layout Plain Layout
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\begin_inset Formula $g^{\prime}(p)=-\frac{1}{p\log p}$
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\end_inset
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\end_layout
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\end_inset
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</cell>
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</row>
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</lyxtabular>
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\end_inset
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604
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\end_layout
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\begin_layout Plain Layout
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\begin_inset Caption
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\begin_layout Plain Layout
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Link Functions
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\end_layout
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\end_inset
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616
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\end_layout
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619
\end_inset
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621
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\end_layout
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\begin_layout Standard
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Initializing the family sets a link property and a variance based on the
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link(?)
627
\end_layout
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629
\begin_layout Standard
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\begin_inset Float table
631
placement H
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wide false
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sideways false
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status open
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\begin_layout Plain Layout
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\begin_inset Tabular
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<lyxtabular version="3" rows="8" columns="6">
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<features>
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<column alignment="center" valignment="top" width="0.75in">
641
<column alignment="center" valignment="top" width="0">
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<column alignment="center" valignment="top" width="0">
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<column alignment="center" valignment="top" width="0">
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<column alignment="center" valignment="top" width="0">
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<column alignment="center" valignment="top" width="0">
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<row>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
648
\begin_inset Text
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\begin_layout Plain Layout
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Family
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\end_layout
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\end_inset
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</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
657
\begin_inset Text
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659
\begin_layout Plain Layout
660
Weights
661
\end_layout
662
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\end_inset
664
</cell>
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<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
666
\begin_inset Text
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\begin_layout Plain Layout
669
Deviance
670
\end_layout
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\end_inset
673
</cell>
674
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
675
\begin_inset Text
676
677
\begin_layout Plain Layout
678
DevResid
679
\end_layout
680
681
\end_inset
682
</cell>
683
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
684
\begin_inset Text
685
686
\begin_layout Plain Layout
687
Fitted
688
\end_layout
689
690
\end_inset
691
</cell>
692
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
693
\begin_inset Text
694
695
\begin_layout Plain Layout
696
Predict
697
\end_layout
698
699
\end_inset
700
</cell>
701
</row>
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<row>
703
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
704
\begin_inset Text
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706
\begin_layout Plain Layout
707
Base Class
708
\end_layout
709
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\end_inset
711
</cell>
712
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
713
\begin_inset Text
714
715
\begin_layout Plain Layout
716
\begin_inset Formula $\frac{1}{(g^{\prime}(\mu))^{2}\cdot V(\mu)}$
717
\end_inset
718
719
720
\end_layout
721
722
\end_inset
723
</cell>
724
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
725
\begin_inset Text
726
727
\begin_layout Plain Layout
728
\begin_inset Formula $\frac{\sum_{i}\text{DevResid}^{2}}{\text{scale}}$
729
\end_inset
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731
732
\end_layout
733
734
\end_inset
735
</cell>
736
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
737
\begin_inset Text
738
739
\begin_layout Plain Layout
740
\begin_inset Formula $\left(Y-\mu\right)\cdot\sqrt{\text{weights}}$
741
\end_inset
742
743
744
\end_layout
745
746
\end_inset
747
</cell>
748
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
749
\begin_inset Text
750
751
\begin_layout Plain Layout
752
\begin_inset Formula $\mu=g^{-1}(\eta)$
753
\end_inset
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755
*
756
\end_layout
757
758
\end_inset
759
</cell>
760
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
761
\begin_inset Text
762
763
\begin_layout Plain Layout
764
\begin_inset Formula $\eta=g(\mu)$
765
\end_inset
766
767
768
\end_layout
769
770
\end_inset
771
</cell>
772
</row>
773
<row>
774
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
775
\begin_inset Text
776
777
\begin_layout Plain Layout
778
Poisson
779
\end_layout
780
781
\end_inset
782
</cell>
783
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
784
\begin_inset Text
785
786
\begin_layout Plain Layout
787
788
\end_layout
789
790
\end_inset
791
</cell>
792
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
793
\begin_inset Text
794
795
\begin_layout Plain Layout
796
797
\end_layout
798
799
\end_inset
800
</cell>
801
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
802
\begin_inset Text
803
804
\begin_layout Plain Layout
805
\begin_inset Formula $\text{sign}\left(Y-\mu\right)\sqrt{2Y\log\frac{Y}{\mu}-2(Y-\mu)}$
806
\end_inset
807
808
809
\end_layout
810
811
\end_inset
812
</cell>
813
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
814
\begin_inset Text
815
816
\begin_layout Plain Layout
817
818
\end_layout
819
820
\end_inset
821
</cell>
822
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
823
\begin_inset Text
824
825
\begin_layout Plain Layout
826
827
\end_layout
828
829
\end_inset
830
</cell>
831
</row>
832
<row>
833
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
834
\begin_inset Text
835
836
\begin_layout Plain Layout
837
Gaussian
838
\end_layout
839
840
\end_inset
841
</cell>
842
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
843
\begin_inset Text
844
845
\begin_layout Plain Layout
846
847
\end_layout
848
849
\end_inset
850
</cell>
851
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
852
\begin_inset Text
853
854
\begin_layout Plain Layout
855
856
\end_layout
857
858
\end_inset
859
</cell>
860
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
861
\begin_inset Text
862
863
\begin_layout Plain Layout
864
\begin_inset Formula $\frac{\left(Y-\mu\right)}{\text{\sqrt{\text{scale}\cdot V\left(\mu\right)}}}$
865
\end_inset
866
867
868
\end_layout
869
870
\end_inset
871
</cell>
872
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
873
\begin_inset Text
874
875
\begin_layout Plain Layout
876
877
\end_layout
878
879
\end_inset
880
</cell>
881
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
882
\begin_inset Text
883
884
\begin_layout Plain Layout
885
886
\end_layout
887
888
\end_inset
889
</cell>
890
</row>
891
<row>
892
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
893
\begin_inset Text
894
895
\begin_layout Plain Layout
896
Gamma
897
\end_layout
898
899
\end_inset
900
</cell>
901
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
902
\begin_inset Text
903
904
\begin_layout Plain Layout
905
906
\end_layout
907
908
\end_inset
909
</cell>
910
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
911
\begin_inset Text
912
913
\begin_layout Plain Layout
914
915
\end_layout
916
917
\end_inset
918
</cell>
919
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
920
\begin_inset Text
921
922
\begin_layout Plain Layout
923
Bug?
924
\end_layout
925
926
\end_inset
927
</cell>
928
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
929
\begin_inset Text
930
931
\begin_layout Plain Layout
932
933
\end_layout
934
935
\end_inset
936
</cell>
937
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
938
\begin_inset Text
939
940
\begin_layout Plain Layout
941
942
\end_layout
943
944
\end_inset
945
</cell>
946
</row>
947
<row>
948
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
949
\begin_inset Text
950
951
\begin_layout Plain Layout
952
Binomial
953
\end_layout
954
955
\end_inset
956
</cell>
957
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
958
\begin_inset Text
959
960
\begin_layout Plain Layout
961
962
\end_layout
963
964
\end_inset
965
</cell>
966
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
967
\begin_inset Text
968
969
\begin_layout Plain Layout
970
971
\end_layout
972
973
\end_inset
974
</cell>
975
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
976
\begin_inset Text
977
978
\begin_layout Plain Layout
979
\begin_inset Formula $\text{sign}\left(Y-\mu\right)\sqrt{-2Y\log\frac{\mu}{n}+\left(n-Y\right)\log\left(1-\frac{\mu}{n}\right)}$
980
\end_inset
981
982
983
\end_layout
984
985
\end_inset
986
</cell>
987
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
988
\begin_inset Text
989
990
\begin_layout Plain Layout
991
992
\end_layout
993
994
\end_inset
995
</cell>
996
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
997
\begin_inset Text
998
999
\begin_layout Plain Layout
1000
1001
\end_layout
1002
1003
\end_inset
1004
</cell>
1005
</row>
1006
<row>
1007
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
1008
\begin_inset Text
1009
1010
\begin_layout Plain Layout
1011
Inverse Gaussian
1012
\end_layout
1013
1014
\end_inset
1015
</cell>
1016
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
1017
\begin_inset Text
1018
1019
\begin_layout Plain Layout
1020
1021
\end_layout
1022
1023
\end_inset
1024
</cell>
1025
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
1026
\begin_inset Text
1027
1028
\begin_layout Plain Layout
1029
1030
\end_layout
1031
1032
\end_inset
1033
</cell>
1034
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
1035
\begin_inset Text
1036
1037
\begin_layout Plain Layout
1038
?
1039
\end_layout
1040
1041
\end_inset
1042
</cell>
1043
<cell alignment="center" valignment="top" topline="true" leftline="true" usebox="none">
1044
\begin_inset Text
1045
1046
\begin_layout Plain Layout
1047
1048
\end_layout
1049
1050
\end_inset
1051
</cell>
1052
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
1053
\begin_inset Text
1054
1055
\begin_layout Plain Layout
1056
1057
\end_layout
1058
1059
\end_inset
1060
</cell>
1061
</row>
1062
<row>
1063
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
1064
\begin_inset Text
1065
1066
\begin_layout Plain Layout
1067
1068
\end_layout
1069
1070
\end_inset
1071
</cell>
1072
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
1073
\begin_inset Text
1074
1075
\begin_layout Plain Layout
1076
1077
\end_layout
1078
1079
\end_inset
1080
</cell>
1081
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
1082
\begin_inset Text
1083
1084
\begin_layout Plain Layout
1085
1086
\end_layout
1087
1088
\end_inset
1089
</cell>
1090
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
1091
\begin_inset Text
1092
1093
\begin_layout Plain Layout
1094
1095
\end_layout
1096
1097
\end_inset
1098
</cell>
1099
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" usebox="none">
1100
\begin_inset Text
1101
1102
\begin_layout Plain Layout
1103
1104
\end_layout
1105
1106
\end_inset
1107
</cell>
1108
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
1109
\begin_inset Text
1110
1111
\begin_layout Plain Layout
1112
1113
\end_layout
1114
1115
\end_inset
1116
</cell>
1117
</row>
1118
</lyxtabular>
1119
1120
\end_inset
1121
1122
1123
\end_layout
1124
1125
\begin_layout Plain Layout
1126
\begin_inset Caption
1127
1128
\begin_layout Plain Layout
1129
Families
1130
\end_layout
1131
1132
\end_inset
1133
1134
1135
\end_layout
1136
1137
\begin_layout Plain Layout
1138
*
1139
\begin_inset Formula $\eta$
1140
\end_inset
1141
1142
is the linear predictor ie.,
1143
\begin_inset Formula $X\beta$
1144
\end_inset
1145
1146
in the generalized linear model
1147
\end_layout
1148
1149
\end_inset
1150
1151
1152
\end_layout
1153
1154
\end_body
1155
\end_document
Loggerhead is a web-based interface for Breezy
Version: 2.0.1