Changes
Page history
Update Generalized Linear Models
authored
Jan 02, 2021
by
Mortaheb Sepehr
Show whitespace changes
Inline
Side-by-side
Generalized-Linear-Models.md
View page @
41176849
...
@@ -36,11 +36,7 @@ When constructing a generalized linear model, three major decisions must be made
...
@@ -36,11 +36,7 @@ When constructing a generalized linear model, three major decisions must be made
src="https://latex.codecogs.com/svg.latex?
src="https://latex.codecogs.com/svg.latex?
f(y;&space;\mu,&space;\sigma^2)=\frac{1}{\sqrt{2\pi\sigma^2}}exp(\frac{-(y-
f(y;&space;\mu,&space;\sigma^2)=\frac{1}{\sqrt{2\pi\sigma^2}}exp(\frac{-(y-
\mu)^2}{2\sigma^2})" title="f(y; \mu, \sigma^2)=\frac{1}
\mu)^2}{2\sigma^2})" title="f(y; \mu, \sigma^2)=\frac{1}
{\sqrt{2\pi\sigma^2}}exp(\frac{-(y-\mu)^2}{2\sigma^2})" /></a> for <a
{\sqrt{2\pi\sigma^2}}exp(\frac{-(y-\mu)^2}{2\sigma^2})" /></a>
href="https://www.codecogs.com/eqnedit.php?latex=-\infty&space;
<&space;y&space;<&space;\infty" target="_blank"><img
src="https://latex.codecogs.com/svg.latex?-\infty&space;<&space;y&space;
<&space;\infty" title="-\infty < y < \infty" /></a>
* Gamma: <a href="https://www.codecogs.com/eqnedit.php?
* Gamma: <a href="https://www.codecogs.com/eqnedit.php?
latex=f(y;&space;\mu,\phi)=\frac{1}{\Gamma(\phi^{-1})}(\frac{1}
latex=f(y;&space;\mu,\phi)=\frac{1}{\Gamma(\phi^{-1})}(\frac{1}
...
@@ -48,11 +44,18 @@ When constructing a generalized linear model, three major decisions must be made
...
@@ -48,11 +44,18 @@ When constructing a generalized linear model, three major decisions must be made
src="https://latex.codecogs.com/svg.latex?f(y;&space;\mu,\phi)=\frac{1}
src="https://latex.codecogs.com/svg.latex?f(y;&space;\mu,\phi)=\frac{1}
{\Gamma(\phi^{-1})}(\frac{1}{\mu\phi})^{1/\phi}y^{1/\phi-1}exp(\frac{-y}
{\Gamma(\phi^{-1})}(\frac{1}{\mu\phi})^{1/\phi}y^{1/\phi-1}exp(\frac{-y}
{\mu\phi})" title="f(y; \mu,\phi)=\frac{1}{\Gamma(\phi^{-1})}(\frac{1}
{\mu\phi})" title="f(y; \mu,\phi)=\frac{1}{\Gamma(\phi^{-1})}(\frac{1}
{\mu\phi})^{1/\phi}y^{1/\phi-1}exp(\frac{-y}{\mu\phi})" /></a> for <a
{\mu\phi})^{1/\phi}y^{1/\phi-1}exp(\frac{-y}{\mu\phi})" /></a>
href="https://www.codecogs.com/eqnedit.php?latex=y&space;>&space;0"
target="_blank"><img src="https://latex.codecogs.com/svg.latex?
* Inverse Gaussian: <a href="https://www.codecogs.com/eqnedit.php?
y&space;>&space;0" title="y > 0" /></a>
latex=f(y;&space;\mu,&space;\phi)=\frac{1}
* Inverse Gaussian
{\sqrt{2\pi&space;y^3&space;\phi}}exp(-\frac{(y-\mu)^2}
{2\mu^2\phi&space;y})" target="_blank"><img
src="https://latex.codecogs.com/svg.latex?
f(y;&space;\mu,&space;\phi)=\frac{1}
{\sqrt{2\pi&space;y^3&space;\phi}}exp(-\frac{(y-\mu)^2}
{2\mu^2\phi&space;y})" title="f(y; \mu, \phi)=\frac{1}{\sqrt{2\pi
y^3 \phi}}exp(-\frac{(y-\mu)^2}{2\mu^2\phi y})" /></a>
- Discrete variables:
- Discrete variables:
* Poisson
* Poisson
* Bernoulli
* Bernoulli
...
...
...
...