An exploratory analysis of the latent structure of process data via action sequence autoencoders

Computer simulations have become a popular tool for assessing complex skills such as problem-solving. Log files of computer-based items record the human–computer interactive processes for each respondent in full. The response processes are very diverse, noisy, and of non-standard formats. Few generic methods have been developed to exploit the information contained in process data. In this paper we propose a method to extract latent variables from process data. The method utilizes a sequence-to-sequence autoencoder to compress response processes into standard numerical vectors. It does not require prior knowledge of the specific items and human–computer interaction patterns. The proposed method is applied to both simulated and real process data to demonstrate that the resulting latent variables extract useful information from the response processes.     

Partner phubbing and relationship satisfaction: Self-esteem and marital status as moderators

Current Psychology - The current study investigated the moderating effects of self-esteem and marital status on the association between partner phubbing and relationship satisfaction. Four hundred...     

阅读潘菽

为纪念潘菽先生诞辰110周年(2007)和逝世20周年(2008),中国科学院心理研究所、中国心理学会和人民教育出版社联合编辑出版了<潘菽全集>.     

Parental Marital Conflict and Growth in Adolescents’ Externalizing Problems: the Role of Respiratory Sinus Arrhythmia

Previous studies have examined the moderating effect of respiratory sinus arrhythmia (RSA) on the association between marital conflict and externalizing problems, however the findings were inconsistent. One possible reason is that the covariation of internalizing problems in externalizing problems. Therefore, the present study aimed to examine this issue. Participants were 332 Chinese adolescents (54.5% boys) age from 13 to 15 years old. At T1, electrocardiogram monitoring was performed on adolescents during the resting state and stressor tasks (a speech task and a mental arithmetic task) to obtain RSA data. The Chinese version of the Achenbach Youth Self-Report-2001 (YSR-2001) and the Chinese version of the Children’s Perception of Interparental Conflict scale were used to assess adolescents’ externalizing and internalizing problems and their perception of marital conflict, respectively. Adolescents’ problem behaviors were assessed again in the second and third waves of data collection, with a 1-year lag among each wave. The results revealed that the 3- interactions of marital conflict × RSA reactivity in speech task × sex significantly predicted the trajectory of externalizing problems when controlling for internalizing problems from externalizing problems. Specifically, girls with greater RSA suppression to the speech task reported low and stable externalizing problems, however, boys with the same pattern were associated with slightly increased levels of externalizing problems. While, RSA augmentation to the speech task predicted the increase in externalizing problems among both girls and boys in high marital conflict families over time. However, this interaction effects were not significant when not partial out internalizing problems from externalizing problems. The findings highlight the importance of controlling for the covariation of internalizing problems when examining the interaction effects of person and environment on the development of adolescents’ externalizing problems.

     

外国留学生对汉语句子中补语认知的实验研究

采用语言实验方法,探索外国留学生的母语和汉语输入在习得中作用问题。选择了母语为英语、日语和韩语,汉语水平为初等的留学生为被试。研究发现,母语在习得汉语的前期有重要作用。母语相关语言规则与汉语补语差别最大的留学生,他们对汉语补语不同水平间差别反应的敏感性最高;差别最小的,敏感性最低;介于其间,则敏感性为中等。此外,汉语输入对习得也有作用,其难易影响习得的效果。     

新颖词汇学习中大脑激活模式的fMRI研究

该研究利用功能磁共振脑成像(fMRI)技术,比较在新颖语言学习和母语学习过程中大脑皮层参与的异同。实验设置德语学习和汉语学习两个条件,采用跨通道联结学习范式,要求被试在听到听觉词汇后,按键判断屏幕上所呈现的图片是否与所听词汇匹配。行为数据显示,被试在六段实验后基本掌握了德语语音和语义之间的联结关系;脑成像数据显示,两种学习任务都激活了语言加工的主要脑区,而德语词汇学习过程相比汉语参照条件对应的颞叶激活强度与范围有较大的差异,并且比汉语条件表现出更显著的前额叶区域激活。