Unsupervised discovery of Counter-Strike 2 player roles from raw .dem replays: behaviour-only features, per-side Self-Organizing Maps, and a leakage-free test of whether role consistency predicts round outcomes across 76 pro maps. Bachelor's thesis.
python clustering som bachelor-thesis unsupervised-learning esports game-analytics sports-analytics cs2 feature-engineerig behavioral-analytics demoparser counter-strike-2 esports-analytics self-organisation-maps role-classification
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Updated
Jul 9, 2026 - Python