Introduction to EEG- and Speech-Based Emotion Recognition
暫譯: 腦電波與語音情感識別入門

Priyanka A. Abhang, Bharti W. Gawali, Suresh C. Mehrotra

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商品描述

Introduction to EEG- and Speech-Based Emotion Recognition Methods examines the background, methods, and utility of using electroencephalograms (EEGs) to detect and recognize different emotions. By incorporating these methods in brain-computer interface (BCI), we can achieve more natural, efficient communication between humans and computers. This book discusses how emotional states can be recognized in EEG images, and how this is useful for BCI applications. EEG and speech processing methods are explored, as are the technological basics of how to operate and record EEGs. Finally, the authors include information on EEG-based emotion recognition, classification, and a proposed EEG/speech fusion method for how to most accurately detect emotional states in EEG recordings.

    • Provides detailed insight on the science of emotion and the brain signals underlying this phenomenon
    • Examines emotions as a multimodal entity, utilizing a bimodal emotion recognition system of EEG and speech data
    • Details the implementation of techniques used for acquiring as well as analyzing EEG and speech signals for emotion recognition

    商品描述(中文翻譯)

    《腦電波(EEG)與語音情感識別方法介紹》探討了使用腦電圖(EEG)來檢測和識別不同情感的背景、方法和實用性。通過將這些方法納入腦機介面(BCI),我們可以實現人類與計算機之間更自然、高效的溝通。本書討論了如何在EEG影像中識別情感狀態,以及這對BCI應用的實用性。書中探討了EEG和語音處理方法,以及如何操作和記錄EEG的技術基礎。最後,作者提供了基於EEG的情感識別、分類的信息,以及一種提議的EEG/語音融合方法,以最準確地檢測EEG錄音中的情感狀態。

    - 提供有關情感科學及其背後腦信號的詳細見解
    - 將情感視為一種多模態實體,利用EEG和語音數據的雙模態情感識別系統
    - 詳細說明用於獲取和分析EEG及語音信號以進行情感識別的技術實施