论文标题
从基于模型的回忆中的话语中估算个人模型参数
Estimating Personal Model Parameters from Utterances in Model-based Reminiscence
论文作者
论文摘要
回忆疗法是基于记忆的回忆,是心理保健。但是,这种方法的有效性在个体之间有所不同。为了解决这个问题,有必要提供更多个性化的支持;因此,这项研究利用了基于思想理性(ACT-R)的认知体系结构自适应控制的个人记忆回忆的计算模型。反映用户状态的ACT-R内存模型有望促进个人回忆。在这项研究中,我们提出了一种通过与内存模型的重复相互作用来估算用户内部状态的方法。该模型包含用户的生命值,它向用户提供了一个内存项(刺激),并根据调整模型的内部参数的刺激接收用户对刺激的响应。通过重复这些过程,模型的参数将反映用户的内部状态。为了确认所提出方法的可行性,我们在使用合并该模型的系统时分析了用户的话语。结果证实了该方法从用户的话语中估算模型的内存检索参数的能力。此外,该方法估计使用系统引起的用户情绪变化的能力得到了证实。这些结果支持估计人类内部状态的交互式方法的可行性,这最终将有助于诱导记忆回忆和情绪的能力。
Reminiscence therapy is mental health care based on the recollection of memories. However, the effectiveness of this method varies amongst individuals. To solve this problem, it is necessary to provide more personalized support; therefore, this study utilized a computational model of personal memory recollection based on a cognitive architecture adaptive control of thought-rational (ACT-R). An ACT-R memory model reflecting the state of users is expected to facilitate personal recollection. In this study, we proposed a method for estimating the internal states of users through repeated interactions with the memory model. The model, which contains the lifelog of the user, presents a memory item (stimulus) to the user, and receives the response of the user to the stimulus, based on which it adjusts the internal parameters of the model. Through the repetition of these processes, the parameters of the model will reflect the internal states of the user. To confirm the feasibility of the proposed method, we analyzed utterances of users when using a system that incorporates this model. The results confirmed the ability of the method to estimate the memory retrieval parameters of the model from the utterances of the user. In addition, the ability of the method to estimate changes in the mood of the user caused by using the system was confirmed. These results support the feasibility of the interactive method for estimating human internal states, which will eventually contribute to the ability to induce memory recall and emotions for our well-being.