Towards Cognitive-Aware Multimodal Presentation: The Modality Effects in High-Load HCI

被引:0
作者
Cao, Yujia [1 ]
Theune, Mariet [1 ]
Nijholt, Anton [1 ]
机构
[1] Univ Twente, Human Media Interact Grp, NL-7500 AE Enschede, Netherlands
来源
ENGINEERING PSYCHOLOGY AND COGNITIVE ERGONOMICS, PROCEEDINGS | 2009年 / 5639卷
关键词
Cognitive-aware; multimodal presentation; modality planning; cognitive load; stress; performance; high-load HCI; PICTURES;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, we argue that multimodal presentations should be created in a cognitive-aware manner, especially in a high-load HCI situation where the user task challenges the full capacity of the human cognition. An experiment was conducted to investigate the cognitive effects of modalities, using a high-load task. The performance measurements and subjective reports consistently confirm a significant modality impact on cognitive workload, stress and performance. A relation between modality usage and physiological states was not found, due to the insufficient sensitivity and individual differences of the physiological measurements. The findings of this experiment can be well explained by several modality-related cognitive theories. We further integrate these theories into a suitability prediction model, which can systematically predict how suitable a certain modality usage is for this presentation task. The model demonstrates a possible approach towards cognitive-aware modality planning and can be modified for other applications.
引用
收藏
页码:3 / 12
页数:10
相关论文
共 20 条
  • [1] Cognitive Load and Situation Awareness for Soldiers: Effects of Message Presentation Rate and Sensory Modality
    Hollands, Justin G.
    Spivak, Tzvi
    Kramkowski, Eric W.
    HUMAN FACTORS, 2019, 61 (05) : 763 - 773
  • [2] The effects of cognitive load and encoding modality on prospective memory
    Li, Guangzheng
    Li, Mei
    Wang, Jin
    Yu, Zhanyu
    Ma, Hangjie
    Li, Bing
    COGNITIVE PROCESSING, 2022, 23 (03) : 441 - 448
  • [3] The effects of cognitive load and encoding modality on prospective memory
    Guangzheng Li
    Mei Li
    Jin Wang
    Zhanyu Yu
    Hangjie Ma
    Bing Li
    Cognitive Processing, 2022, 23 : 441 - 448
  • [4] Towards measuring cognitive load through multimodal physiological data
    Vanneste, Pieter
    Raes, Annelies
    Morton, Jessica
    Bombeke, Klaas
    Van Acker, Bram B.
    Larmuseau, Charlotte
    Depaepe, Fien
    Van den Noortgate, Wim
    COGNITION TECHNOLOGY & WORK, 2021, 23 (03) : 567 - 585
  • [5] Towards a Multimodal Measure for Physiological Behaviours to Estimate Cognitive Load
    Ahmad, Muneeb Imtiaz
    Robb, David A.
    Keller, Ingo
    Lohan, Katrin
    ENGINEERING PSYCHOLOGY AND COGNITIVE ERGONOMICS. MENTAL WORKLOAD, HUMAN PHYSIOLOGY, AND HUMAN ENERGY, EPCE 2020, PT I, 2020, 12186 : 3 - 13
  • [6] Towards measuring cognitive load through multimodal physiological data
    Pieter Vanneste
    Annelies Raes
    Jessica Morton
    Klaas Bombeke
    Bram B. Van Acker
    Charlotte Larmuseau
    Fien Depaepe
    Wim Van den Noortgate
    Cognition, Technology & Work, 2021, 23 : 567 - 585
  • [7] Effects of operation mode on self-alkalization of high-load denitrifying reactor
    Li, Wei
    Li, Chenxu
    Lin, Xiaoyu
    Liu, Yan
    Abbas, Ghulam
    Zheng, Ping
    BIORESOURCE TECHNOLOGY, 2015, 187 : 282 - 287
  • [8] Effects of Multimodal Warning and Cognitive Load on the Response of Armored Vehicle Occupants
    Sun X.
    Jin X.
    Xie F.
    Sun H.
    Zheng S.
    Binggong Xuebao/Acta Armamentarii, 2023, 44 (04): : 972 - 981
  • [9] Assessment of Cognitive Load in Multimedia Learning with Dual-Task Methodology: Auditory Load and Modality Effects
    Roland Brünken
    Jan L. Plass
    Detlev Leutner
    Instructional Science, 2004, 32 : 115 - 132
  • [10] Effects of visual and verbal presentation on cognitive load in vigilance, memory, and arithmetic tasks
    Klingner, Jeff
    Tversky, Barbara
    Hanrahan, Pat
    PSYCHOPHYSIOLOGY, 2011, 48 (03) : 323 - 332