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dkohl
2012-03-12 20:52:50 -04:00
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@@ -70,30 +70,24 @@ scale of 1 to 10, 10 being favorite and 1 being least favorite'. Furthermore,
%daniel is here
\paragraph*{Knowledge Engineering}
We model the diners' various taste preferences using
a Bayes net. We model the taste
We model the diners' various taste preferences preferences using
a Bayes net. In the first layer in Figure \ref{img:bayes_net}
we capture control variables such as vegarian or allergy to nuts.
These were modeled as boolean variables, with 'true' indicating the presence of a constraint.
Our model consists of 4 layers,
each modeling a different aspect of taste or dietary requirement.
\begin{description}
\item[Layer 1] General meal preferences such as
being vegetarian or being allergic to nuts.
\item[Layer 2] The second layer models a general preference towards
\item[Layer 1] The first layer models a general preference towards
different food categories like vegetables or meat.
As one can see, the food categories are dependent
on the general meal preference. For example
being vegetarian will exclude meat and will
support vegetables.
\item[Layer 3] Specific flavors and ingredients. Each ingredient is conditioned
\item[Layer 2] Specific flavors and ingredients. Each ingredient is conditioned
by the food category to which it belongs.
\end{description}
If we need to model hard constraints, like
The overall net is shown in Figure \ref{img:bayes_net}.
Given a recipe with a list of ingredients $I = i_1,...,i_n$
and a Bayesian network capturing user preferences