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Preface This document contains the papers presented at MLSA13, which is the first workshop on Machine Learning and Data Mining for Sports Analytics. The workshop was held at the European Conference on Machine Learning and Prin- ciples and Practice of Knowledge Discovery in Databases 2013 in Prague, Czech Republic, and took place on Friday 27 September 2013. There were 13 submissions, covering a wide variety of topics. Each sub- mission was carefully reviewed by at least three program committee members. Based on the reviews, 10 papers were accepted for presentation at the workshop. We are grateful to the authors, the program committee members, and the reviewers for their time and efforts. We would also like to thank the workshop chairs, Niels Landwehr and Andrea Passerini, as well as the conference chair, Filip Železnỳ. Jesse Davis Jan Van Haaren Albrecht Zimmermann Program Committee Jim Albert Bowling Green State University, USA Sathyanarayan Anand University of Pennsylvania, USA Christopher J. Anderson Cornell University, USA Dan Barnett Analysis Marketing Ltd Ulf Brefeld Technical University of Darmstadt, Germany Georgios Chalkiadakis Technical University of Crete, Greece Kurt Driessens Maastricht University, The Netherlands Martin Eastwood pena.lt/y Jeremias Engelmann Karlsruhe Institute of Technology, Germany Juffi Fürnkranz Technical University of Darmstadt, Germany Thomas Gärtner Fraunhofer IAIS, Germany Kristian Kersting Fraunhofer IAIS, Germany Arno Knobbe Leiden University, The Netherlands Andrey Kolobov University of Washington, USA Richard Maclin University of Minnesota-Duluth, USA Yannis Manolopoulos Aristotle University of Thessaloniki, Greece Max Marchi Baseball Prospectus Johan Pisch Soccerlogic Ravi Ramineni Analyse Football Zoltan Szlavik IBM, The Netherlands Guy Van den Broeck University of California, Los Angeles, USA Marieke van Erp VU Amsterdam, The Netherlands 1