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+
+\begin{itemize}
+ \item already existing field of experiment design: survey-like setup, what
+ are the best points to include in your experiment? Measure of the
+ usefulness of the data: variance-reduction or entropy-reduction.
+ \item nowadays, there is also a big focus on purchasing data: paid surveys,
+ mechanical turk, etc. that add economic aspects to the problem of
+ experiment design
+ \item recent advances (Singer, Chen) in the field of budgeted mechanisms
+ \item we study ridge regression, very widely used in statistical learning,
+ and treat it as a problem of budgeted experiment design
+ \item we make the following contributions: ...
+ \item extension to a more general setup which includes a wider class of
+ machine learning problems
+\end{itemize}
+
+