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Fix reference.
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davnils committed Apr 11, 2012
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Expand Up @@ -262,7 +262,7 @@ \subsection{Boltzmann machine}

Even though the procedure detailed above eventually will find a solution, there are enhanced techniques used in order to converge faster to a valid solution.
The temperature, $T$, can be controlled over time and is used to adjust the rate of change in the network while still allowing larger mutations to occur.
A typical scheme being used is simulated annealing (ref: http://www.sciencemag.org/content/220/4598/671.short).
A typical scheme being used is simulated annealing \cite{simulatedAnnealing}.
By starting off with a high temperature (typically $T = 100$) and gradually decreasing the value as time progresses, it is possible to reach a global minima.
Due to practical constraints it is not possible to guarantee a solution but simulated annealing provides a good foundation which was used.\\

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\bibitem{sudokuDifficulty}
Mantere TM, Koljonen JK. Solving and Rating Sudoku Puzzles with Genetic Algorithms. Publications of the Finnish Artificial Intelligence Society [serial on the Internet]. 2006 [cited 2012 Apr 11].(23) Available from: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.100.6263\&rep=rep1\&type=pdf\#page=91

\bibitem{simulatedAnnealing}
Kirkpatrick SK, Gelatt CD, Vecchi MP. Optimization by Simulated Annealing. Science 1983; (13):671-680.

\bibitem{difficulty}
%TODO Patrik: fix this reference
%http://www.sudokuwiki.org/Weekly_Sudoku.asp
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