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5th MLSA@PKDD/ECML 2018: Dublin, Ireland
- Ulf Brefeld, Jesse Davis, Jan Van Haaren, Albrecht Zimmermann:
Machine Learning and Data Mining for Sports Analytics - 5th International Workshop, MLSA 2018, Co-located with ECML/PKDD 2018, Dublin, Ireland, September 10, 2018, Proceedings. Lecture Notes in Computer Science 11330, Springer 2019, ISBN 978-3-030-17273-2
Soccer
- Lotte Bransen, Jan Van Haaren:
Measuring Football Players' On-the-Ball Contributions from Passes During Games. 3-15 - Pieter Robberechts, Jesse Davis:
Forecasting the FIFA World Cup - Combining Result- and Goal-Based Team Ability Parameters. 16-30 - Bart Aalbers, Jan Van Haaren:
Distinguishing Between Roles of Football Players in Play-by-Play Match Event Data. 31-41 - Edward Nsolo, Patrick Lambrix, Niklas Carlsson:
Player Valuation in European Football. 42-54 - Stefan Neumann, Julian Ritter, Kailash Budhathoki:
Ranking the Teams in European Football Leagues with Agony. 55-66
US Team Sports
- Guiliang Liu, Wang Zhu, Oliver Schulte:
Interpreting Deep Sports Analytics: Valuing Actions and Players in the NHL. 69-81 - Dennis Ljung, Niklas Carlsson, Patrick Lambrix:
Player Pairs Valuation in Ice Hockey. 82-92 - Yejia Liu, Oliver Schulte, Chao Li:
Model Trees for Identifying Exceptional Players in the NHL and NBA Drafts. 93-105 - Konstantinos Pelechrinis, Wayne L. Winston, Jeff Sagarin, Vic Cabot:
Evaluating NFL Plays: Expected Points Adjusted for Schedule. 106-117
Individual Sports
- Yasuyuki Kataoka, Peter Gray:
Real-Time Power Performance Prediction in Tour de France. 121-130 - Kasper M. W. Soekarjo, Dominic Orth, Elke Warmerdam, John van der Kamp:
Automatic Classification of Strike Techniques Using Limb Trajectory Data. 131-141
Challenge Papers
- Yann Dauxais, Clément Gautrais:
Predicting Pass Receiver in Football Using Distance Based Features. 145-151 - Philippe Fournier-Viger, Tianbiao Liu, Jerry Chun-Wei Lin:
Football Pass Prediction Using Player Locations. 152-158 - Ondrej Hubácek, Gustav Sourek, Filip Zelezný:
Deep Learning from Spatial Relations for Soccer Pass Prediction. 159-166 - Heng Li, Zhiying Zhang:
Predicting the Receivers of Football Passes. 167-177
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