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This article describes the isolated word recognizer presented by the authors to the ICDAR 2009 French handwriting recognition competition. This system is a combination of three isolated word recognizers based on different features and models. A novel n-best combination method is proposed and compared to standard combination methods. New results on the ICDAR 2009 test database are reported.