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題名 Reinforcement Learning in Experimental Asset Markets
作者 Chen,Shu-Heng ;Hsieh,Yi-Lin
陳樹衡
貢獻者 政大經濟系
關鍵詞 reinforcement learning; prediction market experiments; limit order; market order; zero intelligence
日期 2011
上傳時間 16-Sep-2013 16:05:39 (UTC+8)
摘要 In this paper, we study the learning behavior possibly emerging in six series of prediction market experiments. We first find, from the experimental outcomes, that there is a general positive correlation between subjects’ earning performance and their reliance on using limit orders to trade. We therefore focus on the subjects’ learning behavior in terms of their use of limit orders or market orders by estimating a three-parameter Roth–Erev reinforcement learning model. The results of the estimated parameters show not just their great heterogeneity, but also the sharp contrasts among subjects, which in turn impact the subjects’ earning performance.
關聯 Eastern Economic Journal, 37, 109-133
資料類型 article
DOI http://dx.doi.org/10.1057/eej.2010.57
dc.contributor 政大經濟系en_US
dc.creator (作者) Chen,Shu-Heng ;Hsieh,Yi-Linen_US
dc.creator (作者) 陳樹衡-
dc.date (日期) 2011en_US
dc.date.accessioned 16-Sep-2013 16:05:39 (UTC+8)-
dc.date.available 16-Sep-2013 16:05:39 (UTC+8)-
dc.date.issued (上傳時間) 16-Sep-2013 16:05:39 (UTC+8)-
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/60919-
dc.description.abstract (摘要) In this paper, we study the learning behavior possibly emerging in six series of prediction market experiments. We first find, from the experimental outcomes, that there is a general positive correlation between subjects’ earning performance and their reliance on using limit orders to trade. We therefore focus on the subjects’ learning behavior in terms of their use of limit orders or market orders by estimating a three-parameter Roth–Erev reinforcement learning model. The results of the estimated parameters show not just their great heterogeneity, but also the sharp contrasts among subjects, which in turn impact the subjects’ earning performance.en_US
dc.language.iso en_US-
dc.relation (關聯) Eastern Economic Journal, 37, 109-133en_US
dc.subject (關鍵詞) reinforcement learning; prediction market experiments; limit order; market order; zero intelligenceen_US
dc.title (題名) Reinforcement Learning in Experimental Asset Marketsen_US
dc.type (資料類型) articleen
dc.identifier.doi (DOI) 10.1057/eej.2010.57en_US
dc.doi.uri (DOI) http://dx.doi.org/10.1057/eej.2010.57en_US