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This paper approaches melody harmonization with accompaniment as a machine learning task, in a probabilistic framework. An existing sample score set of Chinese folk song with piano accompaniment is used to build a model of piano accompaniment process. The model can then he used to harmonize new melody with piano accompaniment.