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- W4287329812 abstract "This paper focuses on building personalized player models solely from player behavior in the context of adaptive games. We present two main contributions: The first is a novel approach to player modeling based on multi-armed bandits (MABs). This approach addresses, at the same time and in a principled way, both the problem of collecting data to model the characteristics of interest for the current player and the problem of adapting the interactive experience based on this model. Second, we present an approach to evaluating and fine-tuning these algorithms prior to generating data in a user study. This is an important problem, because conducting user studies is an expensive and labor-intensive process; therefore, an ability to evaluate the algorithms beforehand can save a significant amount of resources. We evaluate our approach in the context of modeling players' social comparison orientation (SCO) and present empirical results from both simulations and real players." @default.
- W4287329812 created "2022-07-25" @default.
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- W4287329812 date "2021-02-10" @default.
- W4287329812 modified "2023-09-27" @default.
- W4287329812 title "Player Modeling via Multi-Armed Bandits" @default.
- W4287329812 doi "https://doi.org/10.48550/arxiv.2102.05264" @default.
- W4287329812 hasPublicationYear "2021" @default.
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