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Exploring Game Space Using Survival Analysis

Exploring Game Space Using Survival AnalysisAaron IsaksenDan GopsteinAndy Game Innovation Lab1 ABSTRACTGame designers adjust game parameters to create an optimal ex-perience for players. We call this high-dimensional set of uniquegame variantsgame Space . To help designers explore game spaceand better understand the relationship between design and playerexperience, we present a method to find games of varying diffi-culty. Focusing on a parameterized version of flappy Bird, a pop-ular minimal score-based action game, we predict each variant sdifficulty Using automatic play testing, Monte-Carlo simulation,a player model based on human motor skills (precision, reactiontime, and actions per second), and exponential Survival Analysis ofscore histograms.

Exploring Game Space Using Survival Analysis Aaron Isaksen Dan Gopstein Andy Nealen ... ular and has relatively few adjustable game parameters. We chose Flappy Bird [21] because it is a commercial and critical success, ... Our goal is to make the simulator play like a human (novice, av-erage, or skilled), not play with superhuman ability (as ...

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