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View Code? Open in Web Editor NEWMy M.Sc thesis on Continuous time Bayesian Network Classifiers (CTBNCs)
My M.Sc thesis on Continuous time Bayesian Network Classifiers (CTBNCs)
Fix the logo and recompile.
What is structural learning?
State-of-art of structural learning of Bayesian Networks (see Friedman1997
and Langley1992
)
See Nodelman2007
, 3.2*.
To say absolutely somewhere: "Le variabili casuali devono rappresentare aspetti distinti del mondo perciò si assume che esse non possano effettuare transizioni nello stesso istante."
Is this addition really needed or this information can be said elsewhere?
Citation:
"It is important to note that wemake a fundamental assumption in the construction of the CTBN model: two variables cannot transition at the same time. This can be viewed as a formalization of the view that variables must represent distinct aspects of the world. We should not, therefore, model a domain in which we have two variables that functionally and deterministically change simultaneously".
Create a .png
image (with the apposite R
script) containing an example CTBN and insert in related subsection of chapter 2.
An analytical index is an alphabetic index of argument keywords.
Particularty the part about Structural learning (see Scutari website about its bnlearn
R
package).
Not an italian term.
So:
Subsection "Definizioni Preliminari", definition of "Matrice di intensità condizionale": what means index k
into the matrix? Specify it.
E.g. "Le CTBN rappresentano esplicitamente il tempo: non è necessario scegliere la granularità temporale a priori (contro DBNs)".
See Nodelman2007
, sections 8.1 and 8.2.
Missing many references. Particularly in subsection "Apprendimento e Inferenza".
E.g. Pearl
, Heckermann1995
, Yedidia2000
(for generalized belief propagation).
CTBN allow to have point evidence (reference: paper of Prof. Stella), say it.
Continuos time Bayesian Network classifiers.
Compile and use the classic
style for analytical index.
It is included by arsclassica
package.
An analytical index is an alphabetic index of argument keywords.-
arsclassica
analytical index with its classic.ist
included fileAs in Nodelman2007
Is used to make it more understandable to the reader.
This issue is a memo/todo list.
Add other when founded.
See Nodelman2007
, section 5.1.1.
Verify if this is needed in the future (e.g. for the chapter 4).
Include *.sublime-workspace
file
Describe the CTNB classifier.
Make sure it is clear how to calculate the CIMs starting from the hyper-parameters.
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