کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
381795 659758 2016 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Evolving models of player decision making: Personas versus clones
ترجمه فارسی عنوان
تکامل مدل های تصمیم گیری بازیکن: افراد در مقابل کلون‌ها
کلمات کلیدی
تصمیم سازی؛ تولید محتوا رویه ای؛ محاسبات تکاملی؛ مدل سازی بازیکن
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

The current paper investigates multiple approaches to modeling human decision making styles for procedural play-testing. Building on decision and persona theory we evolve game playing agents representing human decision making styles. Three kinds of agents are evolved from the same representation: procedural personas, evolved from game designer expert knowledge, clones, evolved from observations of human play and aimed at general behavioral replication, and specialized agents, also evolved from observation, but aimed at determining the maximal behavioral replication ability of the representation. These three methods are then compared on their ability to represent individual human decision makers. Comparisons are conducted using three different proposed metrics that address the problem of matching decisions at the action, tactical, and strategic levels. Results indicate that a small gallery of personas evolved from designer intuitions can capture human decision making styles equally well as clones evolved from human play-traces for the testbed game MiniDungeons.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Entertainment Computing - Volume 16, July 2016, Pages 95–104
نویسندگان
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