Cargando…

CNN-XGBoost fusion-based affective state recognition using EEG spectrogram image analysis

Recognizing emotional state of human using brain signal is an active research domain with several open challenges. In this research, we propose a signal spectrogram image based CNN-XGBoost fusion method for recognising three dimensions of emotion, namely arousal (calm or excitement), valence (positi...

Descripción completa

Detalles Bibliográficos
Autores principales:	Khan, Md. Sakib, Salsabil, Nishat, Alam, Md. Golam Rabiul, Dewan, M. Ali Akber, Uddin, Md. Zia
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9391364/ https://www.ncbi.nlm.nih.gov/pubmed/35986065 http://dx.doi.org/10.1038/s41598-022-18257-x

Ejemplares similares

Appraisal of high-stake examinations during SARS-CoV-2 emergency with responsible and transparent AI: Evidence of fair and detrimental assessment
por: Rayhan, MD., et al.
Publicado: (2022)

Interpretable Differential Diagnosis of Non-COVID Viral Pneumonia, Lung Opacity and COVID-19 Using Tuned Transfer Learning and Explainable AI
por: Islam, Md. Nazmul, et al.
Publicado: (2023)

Shapley-Additive-Explanations-Based Factor Analysis for Dengue Severity Prediction using Machine Learning
por: Chowdhury, Shihab Uddin, et al.
Publicado: (2022)

3D CNN-Based Speech Emotion Recognition Using K-Means Clustering and Spectrograms
por: Hajarolasvadi, Noushin, et al.
Publicado: (2019)

Vision transformer and explainable transfer learning models for auto detection of kidney cyst, stone and tumor from CT-radiography
por: Islam, Md Nazmul, et al.
Publicado: (2022)

Double Deep Q-Learning and Faster R-CNN-Based Autonomous Vehicle Navigation and Obstacle Avoidance in Dynamic Environment
por: Bin Issa, Razin, et al.
Publicado: (2021)

A spectrogram image based intelligent technique for automatic detection of autism spectrum disorder from EEG
por: Tawhid, Md. Nurul Ahad, et al.
Publicado: (2021)

Feature and Score Fusion Based Multiple Classifier Selection for Iris Recognition
por: Islam, Md. Rabiul
Publicado: (2014)

FCAN–XGBoost: A Novel Hybrid Model for EEG Emotion Recognition
por: Zong, Jing, et al.
Publicado: (2023)

An improvement of the CNN-XGboost model for pneumonia disease classification
por: Hedhoud, Yousra, et al.
Publicado: (2023)

Estimation of Time-Varying Spectral Peaks and Decomposition of EEG Spectrograms
por: STOKES, PATRICK A., et al.
Publicado: (2020)

A Novel Maximum Entropy Markov Model for Human Facial Expression Recognition
por: Siddiqi, Muhammad Hameed, et al.
Publicado: (2016)

Deep Learning With EEG Spectrograms in Rapid Eye Movement Behavior Disorder
por: Ruffini, Giulio, et al.
Publicado: (2019)

Cough Recognition Based on Mel-Spectrogram and Convolutional Neural Network
por: Zhou, Quan, et al.
Publicado: (2021)

A Deep Learning Method Approach for Sleep Stage Classification with EEG Spectrogram
por: Li, Chengfan, et al.
Publicado: (2022)

New Coronavirus Variants are Creating More Challenges to Global Healthcare System: A Brief Report on the Current Knowledge
por: Islam, Salsabil, et al.
Publicado: (2022)

A Novel Protein Subcellular Localization Method With CNN-XGBoost Model for Alzheimer's Disease
por: Pang, Long, et al.
Publicado: (2019)

Detection of the chronic kidney disease using XGBoost classifier and explaining the influence of the attributes on the model using SHAP
por: Raihan, Md. Johir, et al.
Publicado: (2023)

Ensemble classification of integrated CT scan datasets in detecting COVID-19 using feature fusion from contourlet transform and CNN
por: Nur-A-Alam, Md., et al.
Publicado: (2023)

Online Inspection of Browning in Yali Pears Using Visible-Near Infrared Spectroscopy and Interpretable Spectrogram-Based CNN Modeling
por: Hao, Yong, et al.
Publicado: (2023)

CNN Architectures and Feature Extraction Methods for EEG Imaginary Speech Recognition
por: Rusnac, Ana-Luiza, et al.
Publicado: (2022)

EEG-based emotion recognition using hybrid CNN and LSTM classification
por: Chakravarthi, Bhuvaneshwari, et al.
Publicado: (2022)

EEG driving fatigue detection based on log-Mel spectrogram and convolutional recurrent neural networks
por: Gao, Dongrui, et al.
Publicado: (2023)

Bird Species Identification Using Spectrogram Based on Multi-Channel Fusion of DCNNs
por: Zhang, Feiyu, et al.
Publicado: (2021)

Extraction and Recognition of Bangla Texts from Natural Scene Images Using CNN
por: Islam, Rashedul, et al.
Publicado: (2020)

Feature Fusion of Deep Spatial Features and Handcrafted Spatiotemporal Features for Human Action Recognition
por: Uddin, Md Azher, et al.
Publicado: (2019)

Human activity recognition using wearable sensors, discriminant analysis, and long short-term memory-based neural structured learning
por: Uddin, Md Zia, et al.
Publicado: (2021)

A Multi-Column CNN Model for Emotion Recognition from EEG Signals
por: Yang, Heekyung, et al.
Publicado: (2019)

Multi-Input Speech Emotion Recognition Model Using Mel Spectrogram and GeMAPS
por: Toyoshima, Itsuki, et al.
Publicado: (2023)

LRFMV: An efficient customer segmentation model for superstores
por: Mahfuza, Rezwana, et al.
Publicado: (2022)

The recent outbreaks of Marburg virus disease in African countries are indicating potential threat to the global public health: Future prediction from historical data
por: Ahmed, Iftekhar, et al.
Publicado: (2023)

Accuracy comparison of ARIMA and XGBoost forecasting models in predicting the incidence of COVID-19 in Bangladesh
por: Rahman, Md. Siddikur, et al.
Publicado: (2022)

Coal gangue recognition based on spectral imaging combined with XGBoost
por: Zhou, Minghao, et al.
Publicado: (2023)

A Modified Aquila-Based Optimized XGBoost Framework for Detecting Probable Seizure Status in Neonates
por: Mumenin, Khondoker Mirazul, et al.
Publicado: (2023)

EEG-Based Emotion Recognition Using a 2D CNN with Different Kernels
por: Wang, Yuqi, et al.
Publicado: (2022)

Personality-Based Emotion Recognition Using EEG Signals with a CNN-LSTM Network
por: Hosseini, Mohammad Saleh Khajeh, et al.
Publicado: (2023)

Increasing reinfections and decreasing effectiveness of COVID-19 vaccines urge the need for vaccine customization
por: Dewan, Syed Masudur Rahman, et al.
Publicado: (2022)

Spinal needle with prefilled syringe to prevent medication error: A proposal
por: Alam, Md Rabiul
Publicado: (2016)

Forecasting Patients' Lifespan
por: Alam, Md Rabiul
Publicado: (2020)

Human Action Recognition: A Taxonomy-Based Survey, Updates, and Opportunities
por: Morshed, Md Golam, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_hdh185gkthc5ad860m0pvkvcdt