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How Do We Use Interactive Visualization to Facilitate Game Designers to Understand and Design with Machine Learning
Başlık:
How Do We Use Interactive Visualization to Facilitate Game Designers to Understand and Design with Machine Learning
Yazar:
Xie, Jiachi, author.
ISBN:
9780438148505
Yazar Ek Girişi:
Fiziksel Tanımlama:
1 electronic resource (53 pages)
Genel Not:
Source: Masters Abstracts International, Volume: 57-06M(E).
Advisors: Jichen Zhu Committee members: Santiago Onta ̃n ́on; Jervis Thompson.
Özet:
Machine learning has recently reached a level of maturity sufficient for being useful to make game design. For example, work exists on automatic analysis of game designs, which could lead to significant reduction of design and production time. The recent successes of implementing machine learning have led to a wave of interest from game designers. Obtaining an understanding of machine learning, however, is difficult. We propose a web-based interactive visualization tool to offer a direct manipulation solution to facilitate game designers to understand and design with machine learning. Evaluation of our application through a panel of experts indicated that the interactive visualization is well-suited for helping designers gaining an intuition of the machine learning process. While a successful initial step towards assisting level design, further research is needed to make machine learning more understandable and useful to game designers.
Notlar:
School code: 0065
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Yer Numarası | Demirbaş Numarası | Shelf Location | Lokasyon / Statüsü / İade Tarihi |
---|---|---|---|
XX(696044.1) | 696044-1001 | Proquest E-Tez Koleksiyonu | Arıyor... |
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