Robust Multimodal Cognitive Load Measurement (Human-Computer Interaction Series)
暫譯: 穩健的多模態認知負荷測量(人機互動系列)

Fang Chen, Jianlong Zhou, Yang Wang, Kun Yu, Syed Z. Arshad, Ahmad Khawaji, Dan Conway

  • 出版商: Springer
  • 出版日期: 2016-06-24
  • 售價: $4,200
  • 貴賓價: 9.5$3,990
  • 語言: 英文
  • 頁數: 254
  • 裝訂: Hardcover
  • ISBN: 3319316982
  • ISBN-13: 9783319316987
  • 海外代購書籍(需單獨結帳)

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商品描述

This book explores robust multimodal cognitive load measurement with physiological and behavioural modalities, which involve the eye, Galvanic Skin Response, speech, language, pen input, mouse movement and multimodality fusions. Factors including stress, trust, and environmental factors such as illumination are discussed regarding their implications for cognitive load measurement. Furthermore, dynamic workload adjustment and real-time cognitive load measurement with data streaming are presented in order to make cognitive load measurement accessible by more widespread applications and users. Finally, application examples are reviewed demonstrating the feasibility of multimodal cognitive load measurement in practical applications.

This is the first book of its kind to systematically introduce various computational methods for automatic and real-time cognitive load measurement and by doing so moves the practical application of cognitive load measurement from the domain of the computer scientist and psychologist to more general end-users, ready for widespread implementation.

Robust Multimodal Cognitive Load Measurement is intended for researchers and practitioners involved with cognitive load studies and communities within the computer, cognitive, and social sciences. The book will especially benefit researchers in areas like behaviour analysis, social analytics, human-computer interaction (HCI), intelligent information processing, and decision support systems.

商品描述(中文翻譯)

本書探討了使用生理和行為模式進行穩健的多模態認知負荷測量,這些模式包括眼睛、皮膚電反應、語音、語言、筆輸入、滑鼠移動以及多模態融合。書中討論了壓力、信任以及環境因素(如照明)對認知負荷測量的影響。此外,還介紹了動態工作負荷調整和實時認知負荷測量,並透過數據串流使認知負荷測量能夠被更廣泛的應用和用戶所接受。最後,回顧了應用範例,展示了多模態認知負荷測量在實際應用中的可行性。

這是首本系統性介紹各種計算方法以進行自動和實時認知負荷測量的書籍,並因此將認知負荷測量的實際應用從計算機科學家和心理學家的領域推向更一般的最終用戶,為廣泛實施做好準備。

《穩健的多模態認知負荷測量》旨在為從事認知負荷研究的研究人員和實務工作者提供參考,特別是計算機、認知和社會科學領域的社群。本書將特別惠及行為分析、社會分析、人機互動(HCI)、智能信息處理和決策支持系統等領域的研究人員。