Hello.

*(I know you have allready received an answer in the support email correspondance - so this is just to share it with the other users of the forum.)*1) Continuous nodes : is there a chance to have probability distributions other than Gaussian? If not, is there an automated way in Hugin to compute the coefficients of a linear combination of Gaussian distributions to approximate a non-Gaussian probability density function? Or anything at allo along those lines?

Exact reasoning with nodes having continuous distributions is

difficult. It is possible for CG nodes because of the nice theory

developed for CG distributions. See, for example, Cowell et al

(1999).

Other continuous distributions can be approximated using CG

distributions, but there is no automated tool in the Hugin software to

do that.

On the other hand, there is a table generator in Hugin that can

discretize continuous distributions based on mathematical expressions

for the distributions. The node type for discretized continuous

distributions is the "interval" node type.

2) How can I perform parameter learning of a network parameters (with continuous node) from a data file of samples? What is the structure of the data file supposed to be? I think I was only able to find an example for discrite nodes.

Data for continuous nodes are simply numbers.

Parameter learning for CG nodes is not supported, but they can be

present and will affect the learning process for the discrete nodes in

the network. Interval nodes are discrete and can be learned.

3) Any implementation of Monte-Carlo-Markov-Chains in the software?

No

4a) Where can I read more about the batch capabilities of Hugin?

In the HTML help pages.

4b) What if I want to investigate different scenarios of evidence, is it possible to automate the process?

What do you mean by "investigate"? There are a number of "analysis"

functions in the Hugin GUI. Also, it is possible to create case files

to hold scenarios of evidence.

4c) How are results saved on file?

5) When I create the network and execute (-lightning icon) I only see number up to the 2nd digit. How can I increase the accuracy (or display of digits)?

Under View -> Belief precision.