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This book constitutes the conference proceedings of the 5th International Conference on Algorithmic Decision Theory, ADT 2017, held in Luxembourg, in October 2017. The 22 full papers presented together with 6 short papers, 4 keynote abstracts, and 6 Doctoral Consortium papers, w…