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2026

Machine Learning and Data Mining for Sports Analytics - 12th International Workshop, MLSA 2025, Porto, Portugal, September 15, 2025, Revised Selected PapersHugo M. R. Rios-Neto, Pieter Robberechts, Maaike Van Roy, Albrecht Zimmermann, editors, Volume 2833 of Communications in Computer and Information Science, Springer, 2026. [doi]

2025

Multidimensional Heterogeneity Learning for Field Goal Attempt Analysis of NBA PlayersGuanyu Hu 0002, Yishu Xue, Weining Shen. mlsa 2026: 139-157 [doi]

Contextual Evaluation of Individual Contributions from Pressing Situations in FootballMinho Lee 0004, Geonhee Jo, Miru Hong, Pascal Bauer, Sang-Ki Ko. mlsa 2026: 35-47 [doi]

Analysis of Service Returns in Table TennisRiad Attou, Marin Mathé, Aymeric Erades, Romain Vuillemot. mlsa 2026: 3-18 [doi]

Machine Learning and Data Mining for Sports Analytics - 11th International Workshop, MLSA 2024, Vilnius, Lithuania, September 9, 2024, Revised Selected PapersUlf Brefeld, Jesse Davis, Jan Van Haaren, Albrecht Zimmermann, editors, Volume 2460 of Communications in Computer and Information Science, Springer, 2025. [doi]

A Unified Spatio-Temporal Graph Model to Predict Multi-Agent MovementRicardo Furbino, João Lucas Lage Gonçalves, Gabriel Valadão Meira, Wagner Meira Jr., Thiago C. Porto, Adriano C. M. Pereira. mlsa 2026: 74-85 [doi]

Evaluating Movement Initiation Timing in Ultimate Frisbee via Temporal CounterfactualsShunsuke Iwashita, Ning Ding 0002, Keisuke Fujii 0001. mlsa 2026: 158-178 [doi]

Racing Beyond the Gate: Predicting Speedway Results with Expected Points (xP)Piotr Kaczorek, Jedrzej Slupski, Franciszek Kornobis, Michal Zareba, Tomasz Górecki, Tomasz Pilka. mlsa 2026: 19-31 [doi]

Through the Gaps: Uncovering Tactical Line-Breaking Passes with ClusteringOktay Karakus, Hasan Arkadas. mlsa 2026: 86-96 [doi]

Pitch-Wide Space Evaluation for Soccer TransitionsYohei Ogawa, Rikuhei Umemoto, Keisuke Fujii 0001. mlsa 2026: 97-119 [doi]

Beyond Outcome Bias: Incorporating Action Completion Probability and Risk-Return Into Soccer Evaluation ModelsYannik Paul, Maximilian Klemp, Daniel Memmert. mlsa 2026: 48-61 [doi]

Next-Event Prediction in Soccer: Assessing the Impact of Team and Player InformationRaphaël Romero, Yoosof Mashayekhi, Fuyin Lai, Maaike Van Roy, Tijl De Bie, Jesse Davis. mlsa 2026: 62-73 [doi]

What Makes a Dribble Successful? Insights From 3D Pose Tracking DataMichiel Schepers, Pieter Robberechts, Jan Van Haaren, Jesse Davis. mlsa 2026: 120-135 [doi]

2024

Machine Learning and Data Mining for Sports Analytics - 10th International Workshop, MLSA 2023, Turin, Italy, September 18, 2023, Revised Selected PapersUlf Brefeld, Jesse Davis, Jan Van Haaren, Albrecht Zimmermann, editors, Volume 2035 of Communications in Computer and Information Science, Springer, 2024. [doi]

Characterizing Serves in Table TennisAymeric Erades, Thomas Papon, Romain Vuillemot. mlsa 2025: 3-13 [doi]

Large Language Models on Race Commentary: Towards Granular Data in Cycling AnalyticsBram Janssens, Matthias Bogaert, Steven Verstockt. mlsa 2025: 14-25 [doi]

Augmented Intelligence for FIFA PredictionsKunal Jethuri, Sai Charan Emmadi, Satya Samudrala, Jayakrishna Natarajan, Piyush Ghotkar, Maitreya Natu. mlsa 2025: 69-79 [doi]

Mathematical Models for Off-Ball Scoring Prediction in BasketballRikako Kono, Keisuke Fujii 0001. mlsa 2025: 41-54 [doi]

Team Dynamics in DotA2 Through Attention MechanismAlexis Mortelier, Sébastien Bougleux, François Rioult. mlsa 2025: 106-118 [doi]

An Analysis of the Influence of Game Context on Team Playing StyleDeniz Can Oruc, Lorenzo Cascioli, Luca Stradiotti, Maaike Van Roy, Pieter Robberechts, Jesse Davis. mlsa 2025: 57-68 [doi]

Transformer-Based Framework for Versatile Analysis of Events Data in SoccerAviv Rovshitz, Rami Puzis. mlsa 2025: 80-92 [doi]

Automated Detection of Shot Events in Game Phases Using GNSS Data from a Single TeamDermot Sheridan, Valerio Antonini, Michael Scriney, Mark Roantree. mlsa 2025: 95-105 [doi]

GraphEIV: A Framework for Estimating the Expected Immediate Value in Basketball Using Graph Neural NetworksBruno M. Sá-Freire, Gabriel R. G. Barbosa, João Lucas L. Gonçalves, Jake Schuster, Hugo M. R. Rios-Neto. mlsa 2025: 29-40 [doi]

2023

Elite Rugby League Players' Signature Movement Patterns and Position PredictionVictor Elijah Adeyemo, Anna Palczewska, Ben Jones, Dan Weaving. mlsa 2024: 144-154 [doi]

The Big Three: A Practical Framework for Designing Decision Support Systems in Sports and an Application for BasketballFrancisco Javier Sanguino Bautiste, Dustin Brunner, Jonathan Koch, Timothé Laborie, Liule Yang, Mennatallah El-Assady. mlsa 2024: 103-116 [doi]

Quantification of Turnover Danger with xCounterHenrik Biermann, Weiran Yang, Franz-Georg Wieland, Jens Timmer, Daniel Memmert. mlsa 2024: 36-51 [doi]

Exploring Table Tennis Analytics: Domination, Expected Score and Shot DiversityGabin Calmet, Aymeric Erades, Romain Vuillemot. mlsa 2024: 167-178 [doi]

Field Depth Matters: Comparing the Valuation of Passes in FootballLéo Martins de Sá-Freire, Pedro O. S. Vaz de Melo. mlsa 2024: 64-73 [doi]

Performance Measurement 2.0: Towards a Data-Driven Cyclist Specialization EvaluationBram Janssens, Matthias Bogaert. mlsa 2024: 179-190 [doi]

Exploiting Clustering for Sports Data Analysis: A Study of Public and Real-World DatasetsVanessa Meyer, Ahmed I. Al-Ghezi, Lena Wiese. mlsa 2024: 191-201 [doi]

Momentum Matters: Investigating High-Pressure Situations in the NBA Through Scoring ProbabilityBalazs Mark Mihalyi, Gergely Biczók, László Toka. mlsa 2024: 77-90 [doi]

What Data Should Be Collected for a Good Handball Expected Goal model?Alexis Mortelier, François Rioult, John Komar. mlsa 2024: 119-130 [doi]

Pass Receiver and Outcome Prediction in Soccer Using Temporal Graph NetworksPegah Rahimian, Hyunsung Kim, Marc Schmid, László Toka. mlsa 2024: 52-63 [doi]

ETSY: A Rule-Based Approach to Event and Tracking Data SYnchronizationMaaike Van Roy, Lorenzo Cascioli, Jesse Davis. mlsa 2024: 11-23 [doi]

Masked Autoencoder Pretraining for Event Classification in Elite SoccerYannick Rudolph, Ulf Brefeld. mlsa 2024: 24-35 [doi]

Sports Data Analytics: An Art and a ScienceMartin Rumo. mlsa 2024: 3-7 [doi]

Are Sports Awards About Sports? Using AI to Find the AnswerAnshumaan Shankar, Gowtham Veerabadran Rajasekaran, Jacob Hendricks, Jared Andrew Schlak, Parichit Sharma, K. R. Madhavan, Hasan Kurban, Mehmet M. Dalkilic. mlsa 2024: 91-102 [doi]

Identifying Player Roles in Ice HockeyRasmus Säfvenberg, Niklas Carlsson, Patrick Lambrix. mlsa 2024: 131-143 [doi]

Boat Speed Prediction in SailGPBenedek Zentai, László Toka. mlsa 2024: 155-164 [doi]

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