The Dynamic Eye Movement Patterns in Contextual Cueing Effect: Evidence from the Hidden Markov Model

doi:10.12139/j.1672-0628.2024.05.003

Abstract

Abstract:

In this study, the contextual cueing effect paradigm was used and a data-driven approach with hidden Markov model (HMM) was employed to investigate differences in eye movement patterns between different scenes and individuals. The results showed significant differences in eye movement patterns between repeated and novel scenes, primarily characterized by a higher likelihood of direct saccades to the target in repeated scenes. Furthermore, the analyses of variational Bayesian expectation maximization (VBEM) for clustering fixation sequences showed that participants exhibited two distinct eye movement patterns, that is, global search mode and directed search mode, regardless of whether the scene was repeated or novel.

Key words: contextual cueing effect, implicit memory, hidden Markov model, eye movement patterns

摘要：

本研究采用背景线索效应范式，通过隐马尔可夫模型以数据驱动的方法考察重复场景和新异场景在眼动模式上的差异。结果发现，重复场景与新异场景的眼动模式存在显著差异，主要体现在重复场景中被试有更高的概率从注视点直接转移到目标上。此外通过变分贝叶斯期望最大化对被试的眼动序列进行聚类发现，被试存在全局搜索与定向搜索两种眼动模式，且这种眼动模式不受重复场景和新异场景的影响。

关键词: 背景线索效应, 内隐记忆, 隐马尔可夫模型, 眼动模式

Guang ZHAO, Jiahuan CHEN, Linxuan LI, Jichao ZHANG, Rongtao WU. The Dynamic Eye Movement Patterns in Contextual Cueing Effect: Evidence from the Hidden Markov Model[J]. Studies of Psychology and Behavior, 2024, 22(5): 594-601.

赵光, 陈佳欢, 李林璇, 张吉超, 吴镕涛. 背景线索效应的动态眼动模式：基于隐马尔可夫模型[J]. 心理与行为研究, 2024, 22(5): 594-601.

Figures/Tables 5

References 0

	金君敏. 认知风格对变化觉察任务下背景线索效应的影响. 内江师范学院学报, 2017, 32 (4): 12- 18.
	李士一, 谢岩枫, 赵光, 白学军. 媒体多任务经验对不同注意模式下内隐记忆的影响. 心理与行为研究, 2022, 20 (4): 433- 440. DOI
	魏玲, 白学军, 连坤予. 背景线索和认知风格对真实场景中目标搜索影响的眼动研究. 心理学探新, 2017, 37 (5): 401- 408.
	Bergmann, N., & Schubö, A. Local and global context repetitions in contextual cueing. Journal of Vision, 2021, 21 (10): 9. DOI
	Brooks, D. I., Rasmussen, I. P., & Hollingworth, A. The nesting of search contexts within natural scenes: Evidence from contextual cuing. Journal of Experimental Psychology: Human Perception and Performance, 2010, 36 (6): 1406- 1418. DOI
	Chan, F. H. F., Barry, T. J., Chan, A. B., & Hsiao, J. H. Understanding visual attention to face emotions in social anxiety using hidden Markov models. Cognition and Emotion, 2020, 34 (8): 1704- 1710. DOI
	Cho, V. Y., Hsiao, J. H., Chan, A. B., Ngo, H. C., King, N. M., & Anthonappa, R. P. Eye movement analysis of children’s attention for midline diastema. Scientific Reports, 2022, 12 (1): 7462. DOI
	Chuk, T., Chan, A. B., & Hsiao, J. H. Understanding eye movements in face recognition using hidden Markov models. Journal of Vision, 2014, 14 (11): 8. DOI
	Chuk, T., Crookes, K., Hayward, W. G., Chan, A. B., & Hsiao, J. H. Hidden Markov model analysis reveals the advantage of analytic eye movement patterns in face recognition across cultures. Cognition, 2017, 169, 102- 117. DOI
	Chun, M. M., & Jiang, Y. H. Contextual cueing: Implicit learning and memory of visual context guides spatial attention. Cognitive Psychology, 1998, 36 (1): 28- 71. DOI
	Chun, M. M., & Jiang, Y. H. (2003). Implicit, long-term spatial contextual memory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 29(2), 224–234.
	Chun, M. M., & Nakayama, K. On the functional role of implicit visual memory for the adaptive deployment of attention across scenes. Visual Cognition, 2000, 7 (1–3): 65- 81. DOI
	Edwards, K. S., & Shin, M. (2017). Media multitasking and implicit learning. Attention, Perception, & Psychophysics, 79(5), 1535–1549.
	Harris, A. M., & Remington, R. W. Contextual cueing improves attentional guidance, even when guidance is supposedly optimal. Journal of Experimental Psychology: Human Perception and Performance, 2017, 43 (5): 926- 940. DOI
	Hsiao, J. H., Lan, H., Zheng, Y. Y., & Chan, A. B. Eye movement analysis with hidden Markov models (EMHMM) with co-clustering. Behavior Research Methods, 2021, 53 (6): 2473- 2486. DOI
	Kim, K. S. Information-seeking on the web: Effects of user and task variables. Library & Information Science Research, 2001, 23 (3): 233- 255.
	Kojouharova, P., Nagy, B., Czigler, I., & Gaál, Z. A. Mechanisms of spatial contextual cueing in younger and older adults. Psychophysiology, 2023, 60 (11): e14361. DOI
	Kucharský, Š., Visser, I., Truțescu, G. O., Laurence, P. G., Zaharieva, M., & Raijmakers, M. E. J. Cognitive strategies revealed by clustering eye movement transitions. Journal of Eye Movement Research, 2020, 13 (1): 1.
	Kunar, M. A., Flusberg, S. J., & Wolfe, J. M. Contextual cuing by global features. Perception & Psychophysics, 2006, 68 (7): 1204- 1216.
	Pereira, E. J., & Castelhano, M. S. Attentional capture is contingent on scene region: Using surface guidance framework to explore attentional mechanisms during search. Psychonomic Bulletin & Review, 2019, 26 (4): 1273- 1281.
	Peterson, M. S., & Kramer, A. F. Attentional guidance of the eyes by contextual information and abrupt onsets. Perception & Psychophysics, 2001, 63 (7): 1239- 1249.
	Preuschhof, C., Sharifian, F., Rosenblum, L., Pohl, T. M., & Pollmann, S. Contextual cueing in older adults: Slow initial learning but flexible use of distractor configurations. Visual Cognition, 2019, 27 (5–8): 563- 575. DOI
	Schankin, A., & Schubö, A. Contextual cueing effects despite spatially cued target locations. Psychophysiology, 2010, 47 (4): 717- 727.
	Seitz, W., Zinchenko, A., Müller, H. J., & Geyer, T. Contextual cueing of visual search reflects the acquisition of an optimal, one-for-all oculomotor scanning strategy. Communications Psychology, 2023, 1 (1): 20. DOI
	Seitz, W., Zinchenko, A., Müller, H. J., & Geyer, T. (2024). Distraction from long-term memory in visual search: Acquired procedural and template-based memory interfere with contextual cueing after target re-location. Retrieved September 3, 2024, from https://www.tandfonline.com/doi/full/10.1080/13506285.2024.2315786
	Sisk, C. A., Remington, R. W., & Jiang, Y. V. (2019). Mechanisms of contextual cueing: A tutorial review. Attention, Perception, & Psychophysics, 81(8), 2571–2589.
	Wang, C., Haponenko, H., Liu, X. Z., Sun, H. J., & Zhao, G. How attentional guidance and response selection boost contextual learning: Evidence from eye movement. Advances in Cognitive Psychology, 2019, 15 (4): 265- 275. DOI
	Wolfe, J. M., Võ, M. L. H., Evans, K. K., & Greene, M. R. Visual search in scenes involves selective and nonselective pathways. Trends in Cognitive Sciences, 2011, 15 (2): 77- 84. DOI
	Xie, X. W., Chen, S. Y., & Zang, X. L. Contextual cueing effect under rapid presentation. Frontiers in Psychology, 2020, 11, 603520. DOI
	Yang, Y. C., Coutinho, M. V. C., Greene, A. J., & Hannula, D. E. Contextual cueing is not flexible. Consciousness and Cognition, 2021, 93, 103164. DOI
	Young, M. E., Clark, M. H., Goffus, A., & Hoane, M. R. Mixed effects modeling of morris water maze data: Advantages and cautionary notes. Learning and Motivation, 2009, 40 (2): 160- 177. DOI
	Zang, X. L., Jia, L. N., Müller, H. J., & Shi, Z. H. (2015). Invariant spatial context is learned but not retrieved in gaze-contingent tunnel-view search. Journal of Experimental Psychology: Learning, Memory, and Cognition, 41(3), 807–819.
	Zhao, G., Liu, Q., Jiao, J., Zhou, P. L., Li, H., & Sun, H. J. Dual-state modulation of the contextual cueing effect: Evidence from eye movement recordings. Journal of Vision, 2012, 12 (6): 11. DOI
	Zinchenko, A., Geyer, T., & Föcker, J. The acquisition but not adaptation of contextual memories is enhanced in action video-game players. Computers in Human Behavior, 2022, 137, 107401. DOI

[1]	LI Shiyi, XIE Yanfeng, ZHAO Guang, BAI Xuejun. The Influence of Media Multitasking Experience on Implicit Memory in Different Attention Patterns [J]. Studies of Psychology and Behavior, 2022, 20(4): 433-440.
[2]	ZHU Huan, XIE Xiaowei, DAI Zheru, TANG Xiaoya, ZANG Jian, WU Jiao, ZANG Xuelian. Semantic Information Takes Precedence over Spatial Location and Glyph Feature in Contextual Cueing with Chinese Characters [J]. Studies of Psychology and Behavior, 2021, 19(5): 577-584.
[3]	GAO Chao, LI Shiyi, ZHANG Peng, ZHAO Guang. Modulation of Depth Perception on Contextual Cueing Effect Based on Binocular Disparity [J]. Studies of Psychology and Behavior, 2021, 19(1): 16-21,29.
[4]	LI Shiyi, ZHOU Ri, SUN Lu, XIE Yanfeng, ZHAO Guang. Spatial Updating in Implicit Memory of 3D Scenes [J]. Studies of Psychology and Behavior, 2019, 17(6): 736-742.
[5]	Li Shiyi, Bai Xuejun, Wang Yuwei, Zheng Lei, Sun Hongjin. The Influence of Scene Rotation on Contextual Cueing Effect [J]. Studies of Psychology and Behavior, 2017, 15(3): 289-294.
[6]	Zhang Yue, Liu Yueyue, Shi Jianan. The Effect of Positive Emotional Intensity on Explicit and Implicit Memory of Advertising [J]. Studies of Psychology and Behavior, 2015, 13(4): 541-546.
[7]	Wang Lijing,Yang Lixian. The Directed Forgetting of Negative Words in Explicit and Implicit Memory Tests [J]. Studies of Psychology and Behavior, 2015, 13(1): 13-17.
[8]	Yang Qing, Yan Guoli. Review of Eye Movement Patterns in Face Perception [J]. Studies of Psychology and Behavior, 2013, 11(3): 417-424.
[9]	Tao Yun1, Huo Junli2, Gao Song1, Ye Cunchun1. THE EFFECT OF UNDERGRADUATE STUDENTS′ MOOD-CONGRUENT ON THEIR EXPLICIT AND IMPLICIT MEMORY [J]. , 2007, 5(3): 171-176.
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