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The 9 papers presented in this book are§revised and significantly extended versions of papers submitted to three§related workshops:§§The 5th International Workshop on Mining Ubiquitous and Social Environments, MUSE§2014, and the First International Workshop on Machine Learning for Urban Sensor§Data, SenseML 2014, which were held on September 15, 2014, in conjunction with§the European Conference on Machine Learning and Principles and Practice of§Knowledge Discovery in Databases (ECML-PKDD 2014) in Nancy, France; and the 5th§International Workshop on Modeling Social Media (MSM 2014) that was held on§April 8, 2014 in conjunction with ACM WWW in Seoul, Korea.§