@inproceedings{oai:ipsj.ixsq.nii.ac.jp:00221952, author = {田, 家興 and 池田, 和司 and 吉本, 潤一郎 and 日永田, 智絵 and 大平, 英樹 and 木村, 健太}, book = {第84回全国大会講演論文集}, issue = {1}, month = {Feb}, note = {Studying human decision-making mechanisms and modeling them can understand and predict decision-making behaviors. The core problem in our unstable environment is the exploration-exploitation dilemma, and we divide the decision-making models into two parts: (a) value function through reward; (b) strategies balance the exploitation and exploration process based on the value function. We investigate decision-making in a restless two-armed bandit task and use multiple methods for each part to fit the dataset. We use AIC and BIC to evaluate the best method and find that the exploration-exploitation tradeoff parameters can better classify the human choice patterns.}, pages = {997--998}, publisher = {情報処理学会}, title = {Study for the exploration-exploitation strategy of human based on restless two-armed bandit task}, volume = {2022}, year = {2022} }