Understand Watchdogs: Discover How Game Bot Get Discovered

Eunji Park, Kyung Park, Huy Kim

Abstract

The game industry has long been troubled by malicious activities utilizing game bots. The game bots disturb other game players and destroy the environmental system of the games. For these reasons, the game industry put their best efforts to detect the game bots among players’ characters using the learning-based detections. However, one problem with the detection methodologies is that they do not provide rational explanations about their decisions. To resolve this problem, in this work, we investigate the explainabilities of the game bot detection. We develop the XAI model using a dataset from the Korean MMORPG, AION, which includes game logs of human players and game bots. More than one classification model has been applied to the dataset to be analyzed by applying interpretable models. This provides us explanations about the game bots’ behavior, and the truthfulness of the explanations has been evaluated. Besides, interpretability contributes to minimizing false detection, which imposes unfair restrictions on human players.

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Paper Citation


in Harvard Style

Park E., Park K. and Kim H. (2021). Understand Watchdogs: Discover How Game Bot Get Discovered.In Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-484-8, pages 924-931. DOI: 10.5220/0010264609240931


in Bibtex Style

@conference{icaart21,
author={Eunji Park and Kyung Park and Huy Kim},
title={Understand Watchdogs: Discover How Game Bot Get Discovered},
booktitle={Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2021},
pages={924-931},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010264609240931},
isbn={978-989-758-484-8},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Understand Watchdogs: Discover How Game Bot Get Discovered
SN - 978-989-758-484-8
AU - Park E.
AU - Park K.
AU - Kim H.
PY - 2021
SP - 924
EP - 931
DO - 10.5220/0010264609240931