The Hybrid Deep Learning Model for Identification of Attention-Deficit/Hyperactivity Disorder Using EEG
In this study, the authors designed a hybrid deep learning model that combines long-short-term memory (LSTM) and CNN to simultaneously extract and learn the spatial features and long-term dependencies of the electroencephalography (EEG) data. The effectiveness of the proposed hybrid deep learning model was assessed using 2 publicly available EEG datasets. The suggested model achieves a classification accuracy of 98.86% on the ADHD dataset and 98.28% on the FOCUS dataset, respectively. The experimental findings show that the proposed hybrid CNN-LSTM model outperforms the state-of-the-art methods to diagnose ADHD using EEG. ...
Source: Clinical EEG and Neuroscience - September 8, 2023 Category: Neuroscience Authors: Nupur Chugh Swati Aggarwal Arnav Balyan Source Type: research

The Hybrid Deep Learning Model for Identification of Attention-Deficit/Hyperactivity Disorder Using EEG
In this study, the authors designed a hybrid deep learning model that combines long-short-term memory (LSTM) and CNN to simultaneously extract and learn the spatial features and long-term dependencies of the electroencephalography (EEG) data. The effectiveness of the proposed hybrid deep learning model was assessed using 2 publicly available EEG datasets. The suggested model achieves a classification accuracy of 98.86% on the ADHD dataset and 98.28% on the FOCUS dataset, respectively. The experimental findings show that the proposed hybrid CNN-LSTM model outperforms the state-of-the-art methods to diagnose ADHD using EEG. ...
Source: Clinical EEG and Neuroscience - September 8, 2023 Category: Neuroscience Authors: Nupur Chugh Swati Aggarwal Arnav Balyan Source Type: research

The Hybrid Deep Learning Model for Identification of Attention-Deficit/Hyperactivity Disorder Using EEG
In this study, the authors designed a hybrid deep learning model that combines long-short-term memory (LSTM) and CNN to simultaneously extract and learn the spatial features and long-term dependencies of the electroencephalography (EEG) data. The effectiveness of the proposed hybrid deep learning model was assessed using 2 publicly available EEG datasets. The suggested model achieves a classification accuracy of 98.86% on the ADHD dataset and 98.28% on the FOCUS dataset, respectively. The experimental findings show that the proposed hybrid CNN-LSTM model outperforms the state-of-the-art methods to diagnose ADHD using EEG. ...
Source: Clinical EEG and Neuroscience - September 8, 2023 Category: Neuroscience Authors: Nupur Chugh Swati Aggarwal Arnav Balyan Source Type: research

Comparison of Spectral Analysis of Gamma Band Activity During Actual and Imagined Movements as a Cognitive Tool
Conclusions. Increased gamma rhythm amplitude during both actual and imaginary motor movement than baseline (resting stage) indicating raised brain cognitive activity during both types of movements. There was no potential difference between real and imaginary movements suggesting that the real movement can be replaced by the imaginary movement to enhance work performance through mirror therapy.PMID:37670502 | DOI:10.1177/15500594231197100 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - September 6, 2023 Category: Neuroscience Authors: Jitendra Kumawat Anuradha Yadav Kavita Yadav Kusum Lata Gaur Source Type: research

Comparison of Spectral Analysis of Gamma Band Activity During Actual and Imagined Movements as a Cognitive Tool
Conclusions. Increased gamma rhythm amplitude during both actual and imaginary motor movement than baseline (resting stage) indicating raised brain cognitive activity during both types of movements. There was no potential difference between real and imaginary movements suggesting that the real movement can be replaced by the imaginary movement to enhance work performance through mirror therapy.PMID:37670502 | DOI:10.1177/15500594231197100 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - September 6, 2023 Category: Neuroscience Authors: Jitendra Kumawat Anuradha Yadav Kavita Yadav Kusum Lata Gaur Source Type: research

Comparison of Spectral Analysis of Gamma Band Activity During Actual and Imagined Movements as a Cognitive Tool
Conclusions. Increased gamma rhythm amplitude during both actual and imaginary motor movement than baseline (resting stage) indicating raised brain cognitive activity during both types of movements. There was no potential difference between real and imaginary movements suggesting that the real movement can be replaced by the imaginary movement to enhance work performance through mirror therapy.PMID:37670502 | DOI:10.1177/15500594231197100 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - September 6, 2023 Category: Neuroscience Authors: Jitendra Kumawat Anuradha Yadav Kavita Yadav Kusum Lata Gaur Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research

Deep Brain Stimulator (DBS) Artifact in the EEG of a Pediatric Patient
We report the first case of deep brain stimulator (DBS) artifact in the EEG of a pediatric patient. Our case is a 7-year-old male with bilateral globus pallidus interna (GPi) DBS for whom the EEG recorded a rhythmic 7.5 Hz theta activity on EEG related to DBS artifact. This artifact was also appreciated as a monochromatic invariable frequency band over 7.5 Hz on density spectral array (DSA). This rhythmic artifact may mimic an ictal pattern and should be recognized as artifact in order to avoid unnecessary treatment with anti-seizure medications (ASM).PMID:37611196 | DOI:10.1177/15500594231194958 (Source: Clinical EEG and Neuroscience)
Source: Clinical EEG and Neuroscience - August 23, 2023 Category: Neuroscience Authors: Jennifer V Gettings Robert C Stowe Source Type: research