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Hokkaido University Collection of Scholarly and Academic Papers >
Graduate School of Information Science and Technology / Faculty of Information Science and Technology >
Peer-reviewed Journal Articles, etc >
Effect of Viewing Directions on Deep Reinforcement Learning in 3D Virtual Environment Minecraft
| Title: | Effect of Viewing Directions on Deep Reinforcement Learning in 3D Virtual Environment Minecraft |
| Authors: | Matsui, Taiju Browse this author | | Oyama, Satoshi Browse this author →KAKEN DB | | Kurihara, Masahito Browse this author →KAKEN DB |
| Issue Date: | 2018 |
| Publisher: | Springer, Cham |
| Citation: | PRIMA 2018: Principles and Practice of Multi-Agent Systems. PRIMA 2018. Lecture Notes in Computer Science (LNCS), vol 11224. Springer, Cham, ISBN: 978-3-030-03097-1, ISBN: 978-3-030-03098-8 (eBook) |
| Journal Title: | Lecture Notes in Artificial Intelligence (LNAI) |
| Volume: | 11224 |
| Start Page: | 527 |
| End Page: | 534 |
| Publisher DOI: | 10.1007/978-3-030-03098-8_38 |
| Abstract: | Deep reinforcement learning, which has recently attracted the interest of AI researchers, combines deep neural networks (DNNs) and reinforcement learning (RL). By approximating a function in RL with a DNN, it enables an agent to learn in a complex environment rep- resented by low-level features such as the pixels used in a 3D video game. However, learning from low-level features is sometimes problematic. For example, a small difference in input pixels results in completely different behaviors of an agent. In this study, as an example of such problems, we focus on the viewing directions of an agent in a 3D virtual environment (Minecraft) and analyze their effect on the efficiency of deep reinforce- ment learning. |
| Conference Name: | International Conference on Principles and Practice of Multi-Agent Systems |
| Conference Sequence: | 21 |
| Conference Place: | Tokyo |
| Rights: | The final publication is available at Springer via https://dx.doi.org/10.1007/978-3-030-03098-8_38 |
| Type: | proceedings (author version) |
| URI: | http://hdl.handle.net/2115/72064 |
| Appears in Collections: | 情報科学院・情報科学研究院 (Graduate School of Information Science and Technology / Faculty of Information Science and Technology) > 雑誌発表論文等 (Peer-reviewed Journal Articles, etc)
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Submitter: 小山 聡
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