Introduction to EEG- and Speech-Based Emotion Recognition

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

Introduction to EEG- and Speech-Based Emotion Recognition

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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)

    《基於腦電圖和語音的情緒識別方法介紹》探討了使用腦電圖（EEG）來檢測和識別不同情緒的背景、方法和效用。通過將這些方法應用於腦-電腦界面（BCI），我們可以實現更自然、高效的人機交互。本書討論了如何在腦電圖圖像中識別情緒狀態，以及這對BCI應用的用處。探討了腦電圖和語音處理方法，以及如何操作和記錄腦電圖的技術基礎。最後，作者提供了有關基於腦電圖的情緒識別、分類以及如何在腦電圖記錄中最準確地檢測情緒狀態的融合方法的信息。

    本書還提供了以下內容：
    - 提供了有關情緒科學和底層腦信號的詳細見解
    - 將情緒視為多模態實體，利用腦電圖和語音數據的雙模態情緒識別系統
    - 詳細介紹了用於獲取和分析腦電圖和語音信號以進行情緒識別的技術實現

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