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Levenberg-Marquardt Algorithm #2

```I am trying to write a MATLAB code of the Levenberg-Marquardt Algorithm based on Section III in the paper "Training Feedforward networks with the Marquardt Algorithm" by Matin.T.Hagan. So considering I have a set of training inputs and a set of Target inputs, my question is

- How do I calculate the Jacobian Matrix ? I understand that it is a matrix of the partial derivatives of the vector being calculated. But am not sure how do I actually use the Jacobian command that is in MATLAB to compute the jacobian matrix ? .

hoping somone can help me out. Thank you .
```
 0
manosamuel (35)
1/24/2010 5:01:02 PM
comp.soft-sys.matlab 211266 articles. 19 followers. lunamoonmoon (257) is leader.

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```On 24 Jan, 18:01, "Mano Samuel" <manosam...@rediffmail.com> wrote:
> I am trying to write a MATLAB code of the Levenberg-Marquardt Algorithm b=
ased on Section III in the paper "Training Feedforward networks with the Ma=
rquardt Algorithm" by Matin.T.Hagan. So considering I have a set of trainin=
g inputs and a set of Target inputs, my question is
>
> =A0 - How do I calculate the Jacobian Matrix ? I understand that it is a =
matrix of the partial derivatives of the vector being calculated. But am no=
t sure how do I actually use the Jacobian command that is in MATLAB to comp=
ute the jacobian matrix ? .

I would be very surprised if there is such a command.

The Jacobian is a matrix of partial derivatives of the
function you attempt to optimize. If you have an analytic
expression for the fucntion, compute the partial derivatives
analytically and arrange in a matrix.

If you can't find the analytic expressions for the partial
derivatives, you can come up with all kinds of numerical
estimates. But be aware that not all such estimates are
very good. In which case you might prefer to use a method
that does not require the Jacobian at all.

All this is standard material in an intro class on
numerical optimization. Find a textbook and read.

Rune
```
 0
allnor (8510)
1/24/2010 5:57:58 PM
```MATLAB has two potentially relevant commands.  The jacobian function
in the symbolic computation toolbox computes a symbolic Jacobian.  The
numjac command uses finite difference approximations to compute the
jacobian of a function at a particular point.
```
 0
1/24/2010 6:02:52 PM
```"Mano Samuel" <manosamuel@rediffmail.com> wrote in message <hjhuce\$6fh\$1@fred.mathworks.com>...

>   - How do I calculate the Jacobian Matrix ? I understand that it is a matrix of the partial derivatives of the vector being calculated. But am not sure how do I actually use the Jacobian command that is in MATLAB to compute the jacobian matrix ? .
================

jacobian() is a command in the Symbolic Math Toolbox, so first off, you have to have that. If you do have that, its usage is documented here, with an example:

http://www.mathworks.com/access/helpdesk/help/toolbox/symbolic/jacobian.html
```
 0
mattjacREMOVE (3196)
1/24/2010 6:07:02 PM
```"Matt J " <mattjacREMOVE@THISieee.spam> wrote in message <hji286\$9u7\$1@fred.mathworks.com>...
> "Mano Samuel" <manosamuel@rediffmail.com> wrote in message <hjhuce\$6fh\$1@fred.mathworks.com>...
>
> >   - How do I calculate the Jacobian Matrix ? I understand that it is a matrix of the partial derivatives of the vector being calculated. But am not sure how do I actually use the Jacobian command that is in MATLAB to compute the jacobian matrix ? .
> ================
>
> jacobian() is a command in the Symbolic Math Toolbox, so first off, you have to have that. If you do have that, its usage is documented here, with an example:
>
>
> http://www.mathworks.com/access/helpdesk/help/toolbox/symbolic/jacobian.html

Thank you ..
```
 0
manosamuel (35)
1/25/2010 9:45:04 AM
```"Mano Samuel" wrote in message <hjhuce\$6fh\$1@fred.mathworks.com>...
>
> I am trying to write a MATLAB code of the Levenberg-Marquardt Algorithm based on Section III in the paper "Training Feedforward networks with the Marquardt Algorithm" by Matin.T.Hagan. So considering I have a set of training inputs and a set of Target inputs, my question is
>
>   - How do I calculate the Jacobian Matrix ? I understand that it is a matrix of the partial derivatives of the vector being calculated. But am not sure how do I actually use the Jacobian command that is in MATLAB to compute the jacobian matrix ? .
>
>    hoping somone can help me out. Thank you .

Hello Mr.Mano Samuel,

I am also trying to write own code for   Levenberg-Marquardt Algorithm for feed forward neural network, i hope you would have programmed it so can you please help me out in programming the same. i am new in using matlab so can you please help me out to program for  Levenberg-Marquardt Algorithm

Thanking you

raj
```
 0
prk_mect (15)
4/5/2011 8:09:04 AM

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