The need of reconstructing documents which have been destroyed by means of a shredder may arise in different fields. In a computer-based reconstruction, the pieces are described by numerical features which represent the visual content of the strips. We propose a solution to the problem of document reconstruction by considering an algorithm of variable reduction which can be used as a starting point for a following cluster analysis .
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