Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors

As a reading comprehension strategy, mind mapping has a positive influence on the development of students’ reading ability. However, how mind mapping affects reading ability has not been well documented. In this study, we used eye tracking sensors to explore mind mapping’s effects on reading ability...

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Main Authors: Ting Liu, Takaya Yuizono
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/16/4422
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spelling doaj-ed75b64ff10147cb90b78df67f767e4f2020-11-25T03:03:31ZengMDPI AGSensors1424-82202020-08-01204422442210.3390/s20164422Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking SensorsTing Liu0Takaya Yuizono1School of Knowledge Science, Japan Advanced Institute of Science and Technology, Nomi 923-1292, JapanSchool of Knowledge Science, Japan Advanced Institute of Science and Technology, Nomi 923-1292, JapanAs a reading comprehension strategy, mind mapping has a positive influence on the development of students’ reading ability. However, how mind mapping affects reading ability has not been well documented. In this study, we used eye tracking sensors to explore mind mapping’s effects on reading ability. The participants were foreign language learning university students in Dalian city, China. One group received foreign language reading teaching integrated with mind mapping training (experimental group), and the other group received regular foreign language reading teaching (control group). We analyzed eye movement indicators, including fixation-related indicators (number of fixations, fixation frequency, and mean fixation duration), regression count, saccade amplitude, and pupil diameter. In addition, the analysis of heat maps and fixation trajectory maps, which are specific tool for visualization of eye movement data and intuitive analysis of reading process, were explained. The results show that the number of fixations, fixation frequency, mean fixation duration, and regression count in the experimental group were all lower than in the control group, and the pupil diameter was larger than in the control group. The heat map and fixation trajectory map show convergence, mostly focusing on the position of keywords and key sentences, with relatively large saccade amplitude and more information obtained by one gaze. Moreover, they had a higher skipping reading rate, which enhanced reading speed to obtain information accurately and quickly. These empirical results indicate that mind mapping training was an effective method for improving students’ reading ability.https://www.mdpi.com/1424-8220/20/16/4422eye trackingeye movement indicatorsmind mappingreading ability
collection DOAJ
language English
format Article
sources DOAJ
author Ting Liu
Takaya Yuizono
spellingShingle Ting Liu
Takaya Yuizono
Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
Sensors
eye tracking
eye movement indicators
mind mapping
reading ability
author_facet Ting Liu
Takaya Yuizono
author_sort Ting Liu
title Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
title_short Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
title_full Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
title_fullStr Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
title_full_unstemmed Mind Mapping Training’s Effects on Reading Ability: Detection Based on Eye Tracking Sensors
title_sort mind mapping training’s effects on reading ability: detection based on eye tracking sensors
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2020-08-01
description As a reading comprehension strategy, mind mapping has a positive influence on the development of students’ reading ability. However, how mind mapping affects reading ability has not been well documented. In this study, we used eye tracking sensors to explore mind mapping’s effects on reading ability. The participants were foreign language learning university students in Dalian city, China. One group received foreign language reading teaching integrated with mind mapping training (experimental group), and the other group received regular foreign language reading teaching (control group). We analyzed eye movement indicators, including fixation-related indicators (number of fixations, fixation frequency, and mean fixation duration), regression count, saccade amplitude, and pupil diameter. In addition, the analysis of heat maps and fixation trajectory maps, which are specific tool for visualization of eye movement data and intuitive analysis of reading process, were explained. The results show that the number of fixations, fixation frequency, mean fixation duration, and regression count in the experimental group were all lower than in the control group, and the pupil diameter was larger than in the control group. The heat map and fixation trajectory map show convergence, mostly focusing on the position of keywords and key sentences, with relatively large saccade amplitude and more information obtained by one gaze. Moreover, they had a higher skipping reading rate, which enhanced reading speed to obtain information accurately and quickly. These empirical results indicate that mind mapping training was an effective method for improving students’ reading ability.
topic eye tracking
eye movement indicators
mind mapping
reading ability
url https://www.mdpi.com/1424-8220/20/16/4422
work_keys_str_mv AT tingliu mindmappingtrainingseffectsonreadingabilitydetectionbasedoneyetrackingsensors
AT takayayuizono mindmappingtrainingseffectsonreadingabilitydetectionbasedoneyetrackingsensors
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