Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)

Mona Alqarni; Faisal Saeed; Tawfik Al-Hadhrami; Fahad Ghabban; Mohammed Al-Sarem

Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)

Mona Alqarni, Faisal Saeed, Tawfik Al-Hadhrami, Fahad Ghabban, Mohammed Al-Sarem

Research output: Contribution to journal › Article › peer-review

68 Citations (SciVal)

Original language	English
Journal	Sensors (Switzerland)
Volume	22
Issue number	8
Publication status	Published (VoR) - 13 Apr 2022

Keywords

bi-directional long short-term memory; binary grey wolf optimizer; brain?computer interface; electroencephalography; emotion recognition

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https://www.mdpi.com/1424-8220/22/8/2976

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@article{553c84a68fe04c6aa1fac2bdd259fa85,

title = "Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)",

keywords = "bi-directional long short-term memory; binary grey wolf optimizer; brain?computer interface; electroencephalography; emotion recognition",

author = "Mona Alqarni and Faisal Saeed and Tawfik Al-Hadhrami and Fahad Ghabban and Mohammed Al-Sarem",

year = "2022",

month = apr,

day = "13",

language = "English",

volume = "22",

journal = "Sensors (Switzerland)",

issn = "1424-8220",

publisher = "MDPI",

number = "8",

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TY - JOUR

T1 - Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)

AU - Alqarni, Mona

AU - Saeed, Faisal

AU - Al-Hadhrami, Tawfik

AU - Ghabban, Fahad

AU - Al-Sarem, Mohammed

PY - 2022/4/13

Y1 - 2022/4/13

KW - bi-directional long short-term memory; binary grey wolf optimizer; brain?computer interface; electroencephalography; emotion recognition

M3 - Article

SN - 1424-8220

VL - 22

JO - Sensors (Switzerland)

JF - Sensors (Switzerland)

IS - 8

ER -

Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)

Keywords

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