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海报阅读认知理解中的注视信息通道

Gaze Information Channel in Cognitive Comprehension of Poster Reading.

作者信息

Hao Qiaohong, Sbert Mateu, Ma Lijing

机构信息

College of Intelligence and Computing, Tianjin University, Yaguan Road 135, Tianjin 300350, China.

Institute of Informatics and Applications, University of Girona, 17003 Girona, Spain.

出版信息

Entropy (Basel). 2019 Apr 28;21(5):444. doi: 10.3390/e21050444.

Abstract

Today, eye trackers are extensively used in studying human cognition. However, it is hard to analyze and interpret eye movement data from the cognitive comprehension perspective of poster reading. To find quantitative links between eye movements and cognitive comprehension, we tracked observers' eye movement for reading scientific poster publications. We model in this paper eye tracking fixation sequences between content-dependent Areas of Interests (AOIs) as a Markov chain. Furthermore, we use the fact that a Markov chain is a special case of information or communication channel. Then, the gaze transition can be modeled as a discrete information channel, the gaze information channel. Next, some traditional eye tracking metrics, together with the gaze entropy and mutual information of the gaze information channel are calculated to quantify cognitive comprehension for every participant. The analysis of the results demonstrate that the gaze entropy and mutual information from individual gaze information channel are related to participants' individual differences. This is the first study that eye tracking technology has been used to assess the cognitive comprehension of poster reading. The present work provides insights into human cognitive comprehension by using the novel gaze information channel methodology.

摘要

如今,眼动仪在研究人类认知方面得到了广泛应用。然而,从海报阅读的认知理解角度分析和解读眼动数据却并非易事。为了找到眼动与认知理解之间的定量联系,我们对观察者阅读科学海报出版物时的眼动进行了跟踪。在本文中,我们将内容相关的兴趣区域(AOI)之间的眼动注视序列建模为马尔可夫链。此外,我们利用马尔可夫链是信息或通信信道的一种特殊情况这一事实。然后,注视转移可以被建模为一个离散信息信道,即注视信息信道。接下来,计算一些传统的眼动跟踪指标,以及注视信息信道的注视熵和互信息,以量化每个参与者的认知理解。结果分析表明,来自个体注视信息信道的注视熵和互信息与参与者的个体差异有关。这是首次将眼动跟踪技术用于评估海报阅读认知理解的研究。本研究通过使用新颖的注视信息信道方法,为人类认知理解提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/65bf/7514933/64bbc6ba768c/entropy-21-00444-g001.jpg

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