Publications

Modeling Matches as Language: A Generative Transformer Approach for Counterfactual Player Valuation in Football

Miru Hong, Minho Lee, Geonhee Jo, Hyeokje Jo, Pascal Bauer, Sang-Ki Ko

[Paper]

Valuing La Pausa: Quantifying Optimal Pass Timing Beyond Speed

Minho Lee, Geonhee Jo, Miru Hong, Pascal Bauer, Sang-Ki Ko

[Paper]

Better Prevent than Tackle: Valuing Defense in Soccer Based on Graph Neural Networks

Hyunsung Kim, Sangwoo Seo, Hoyoung Choi, Tom Boomstra, Jinsung Yoon, Chanyoung Park

[Paper]

2025 K League Technical Report

Miru Hong, Geonhee Jo, Sang-Ki Ko

[Report]

EventGPT: Capturing Player Impact from Team Action Sequences Using GPT-Based Framework

Minho Lee, Miru Hong, Geonhee Jo, Han-Jun Choi, Pascal Bauer, Sang-Ki Ko

[Paper]

Imputing Multi-Agent Trajectories from Event and Snapshot Data in Soccer

Geonhee Jo, Miru Hong, Minho Lee, Han-Jun Choi, Pascal Bauer, Sang-Ki Ko

[Paper]

Contextual Evaluation of Individual Contributions from Pressing Situations in Football

Minho Lee, Geonhee Jo, Miru Hong, Pascal Bauer, Sang-Ki Ko

[Paper]

ELASTIC: Event-Tracking Data Synchronization in Soccer Without Annotated Event Locations

Hyunsung Kim, Hoyoung Choi, Sangwoo Seo, Tom Boomstra, Jinsung Yoon, Chanyoung Park

[Paper]

Trajectory Imputation in Multi-Agent Sports with Derivative-Accumulating Self-Ensemble

Han-jun Choi, Hyunsung Kim, Minho Lee, Minchul Jeong, Changjo Kim, Sang-Ki Ko

[Paper]

Player Position Prediction Model Using Soccer Event and Snapshot Data

Geonhee Jo, Miru Hong, Sang-Ki Ko

[Paper]

exPress: Contextual Valuation of Individual Players Within Pressing Situations in Soccer

Minho Lee, Geonhee Jo, Miru Hong, Pascal Bauer, Sang-Ki Ko

[Paper]

Contextual Sprint Classification in Soccer Based on Deep Learning

Hyunsung Kim, Geonhee Jo, Jinsung Yoon, Sang-Ki Ko

[Paper]

Deep Learning-based Pass Intention Prediction in Football Matches

Geonhee Jo, Min-gu Kang, Sang-Ki Ko

[Paper]

Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTM

Hyunsung Kim, Han-Jun Choi, Chang-Jo Kim, Jinsung Yoon, Sang-Ki Ko

[Paper]

Pass Receiver and Outcome Prediction in Soccer Using Temporal Graph Networks

Pegah Rahimian, Hyunsung Kim, Marc Schmid, Laszlo Toka

[Paper]

Deep-learning-based Algorithm for Valuing Actions in Football Matches

Geonhee Jo, Sang-Ki Ko

[Paper]

SoccerCPD: Formation and Role Change-Point Detection in Soccer Matches Using Spatiotemporal Tracking Data

Hyunsung Kim, Bit Kim, Dongwook Chung, Jinsung Yoon, Sang-Ki Ko

[Paper]

A Deep Learning Approach for Fatigue Prediction in Sports Using GPS Data and Rate of Perceived Exertion

Jeongbin Kim, Hyunsung Kim, Jonghyun Lee, Jaechan Lee, Jinsung Yoon, Sang-Ki Ko

[Paper]

Cost-Efficient and Bias-Robust Sports Player Tracking by Integrating GPS and Video

Hyunsung Kim, Chang Jo Kim, Minchul Jeong, Jaechan Lee, Jinsung Yoon, Sang-Ki Ko

[Paper]

6MapNet: Representing Soccer Players from Tracking Data by a Triplet Network

Hyunsung Kim, Jihun Kim, Dongwook Chung, Jonghyun Lee, Jinsung Yoon, Sang-Ki Ko

[Paper]