4.4. GENERAL WIN PREDICTION IN GVGAI 75
Win Average = 0.00 (+/- 0.04) Win Average = 0.08 (+/- 0.27) Win Average = 0.15 (+/- 0.36)
Win Average = 0.92 (+/- 0.28) Win Average = 0.00 (+/- 0.00) Win Average = 0.02 (+/- 0.40)
Win Average = 0.52 (+/- 0.50) Win Average = 0.03 (+/- 0.16)
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model Accuracy
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
200 400 600 1200800 1000 1400 1600
200 400 600 1200800 1000 1400 1600
Game Tick
Game Tick
Game Tick
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Game Tick
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Game Tick
200 400 600 800 1000
200 400 600 800 1000
200 400 600 800 1000
1200
Game Tick
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Game Tick
Game Tick
14
100 X
0
Dungeon Eggomania Escape Factory Manager Fireman Frogs Ghost Buster Hungry Birds
0:42 M
g
0:57 0:71
M
g
0:53 M
g
76 4. FRONTIERS OF GVGAI PLANNING
Early-P Mid-P Late-P Total-M
Eg
0.22 (0.72) 0.42 (0.74) 0.49 (0.76) 0.38 (0.74)
Mg
0.29 (0.72) 0.57 (0.79) 0.71 (0.83) 0.53 (0.78)
Lg
0.01 (0.73) 0.05 (0.74) 0.22 (0.76) 0.09 (0.74)
Rg
0.42 (0.67) 0.47 (0.61) 0.46 (0.58) 0.45 (0.62)
Total-P 0.24 (0.71) 0.38 (0.72) 0.47 (0.73)
Win Average = 0.49 (+/- 0.50) Win Average = 0.52 (+/- 0.50)
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
Model F1-score
1.0
0.8
0.6
0.4
0.2
0.0
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Game Tick
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Game Tick
Early Game
Mid Game
Late Game
Rule Based
Ghost Buster 80
20
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