Accuracy Enhancement of Epileptic Seizure Detection: A Deep Learning Approach with Hardware Realization of STFT

Circuits Systems and Signal Processing ◽

10.1007/s00034-021-01789-4 ◽

2021 ◽

Author(s):

Sai Manohar Beeraka ◽

Abhash Kumar ◽

Mustafa Sameer ◽

Sanchita Ghosh ◽

Bharat Gupta

Keyword(s):

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Epileptic Seizure Detection ◽

Accuracy Enhancement ◽

Hardware Realization

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Stacked Autoencoders Based Deep Learning Approach for Automatic Epileptic Seizure Detection

2018 First International Conference on Secure Cyber Computing and Communication (ICSCCC) ◽

10.1109/icsccc.2018.8703357 ◽

2018 ◽

Author(s):

Kuldeep Singh ◽

Jyoteesh Malhotra

Keyword(s):

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Epileptic Seizure Detection ◽

Stacked Autoencoders

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Epileptic Seizure Detection for Imbalanced Datasets Using an Integrated Machine Learning Approach

2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) ◽

10.1109/embc44109.2020.9175632 ◽

2020 ◽

Author(s):

Mohammad Masum ◽

Hossain Shahriar ◽

Hisham M. Haddad

Keyword(s):

Machine Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Imbalanced Datasets ◽

Epileptic Seizure Detection ◽

Machine Learning Approach

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Machine learning approach for epileptic seizure detection using wavelet analysis of EEG signals

2014 International Conference on Medical Imaging, m-Health and Emerging Communication Systems (MedCom) ◽

10.1109/medcom.2014.7006043 ◽

2014 ◽

Cited By ~ 18

Author(s):

Abhishek Kumar ◽

Maheshkumar H. Kolekar

Keyword(s):

Machine Learning ◽

Wavelet Analysis ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Eeg Signals ◽

Epileptic Seizure Detection ◽

Machine Learning Approach

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A multi-context learning approach for EEG epileptic seizure detection

BMC Systems Biology ◽

10.1186/s12918-018-0626-2 ◽

2018 ◽

Vol 12 (S6) ◽

Cited By ~ 9

Author(s):

Ye Yuan ◽

Guangxu Xun ◽

Kebin Jia ◽

Aidong Zhang

Keyword(s):

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Epileptic Seizure Detection ◽

Context Learning

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Accuracy Enhancement of the Epileptic Seizure Detection in EEG Signals

Applied Mathematics & Information Sciences ◽

10.18576/amis/110616 ◽

2017 ◽

Vol 11 (6) ◽

pp. 1693-1702 ◽

Cited By ~ 1

Author(s):

B. AL-Bokhity ◽

Dalia Nashat ◽

T. M. Nazmy

Keyword(s):

Epileptic Seizure ◽

Seizure Detection ◽

Eeg Signals ◽

Epileptic Seizure Detection ◽

Accuracy Enhancement

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Epileptic Seizure Detection and Anticipation using Deep Learning with Ordered Encoding of Spectrogram Features

2020 28th European Signal Processing Conference (EUSIPCO) ◽

10.23919/eusipco47968.2020.9287559 ◽

2021 ◽

Author(s):

Sameer Ranjan Sahu ◽

Rama Krishna Sai Subrahmanyam Gorthi ◽

Subrahmanyam Gorthi

Keyword(s):

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Epileptic Seizure Detection

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A Multi-view Deep Learning Method for Epileptic Seizure Detection using Short-time Fourier Transform

Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology,and Health Informatics - ACM-BCB '17 ◽

10.1145/3107411.3107419 ◽

2017 ◽

Cited By ~ 23

Author(s):

Ye Yuan ◽

Guangxu Xun ◽

Kebin Jia ◽

Aidong Zhang

Keyword(s):

Fourier Transform ◽

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Method ◽

Short Time Fourier Transform ◽

Epileptic Seizure Detection ◽

Short Time

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Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals

Artificial Intelligence in Medicine ◽

10.1016/j.artmed.2021.102084 ◽

2021 ◽

pp. 102084

Author(s):

Valentin Gabeff ◽

Tomas Teijeiro ◽

Marina Zapater ◽

Leila Cammoun ◽

Sylvain Rheims ◽

...

Keyword(s):

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Models ◽

Eeg Signals ◽

Epileptic Seizure Detection

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Epileptic Seizure Detection Using LSTM: A Deep Learning Technique

10.1007/978-981-16-2712-5_21 ◽

2021 ◽

pp. 245-258

Author(s):

Divya Acharya ◽

Richa Bhatia ◽

Anushna Gowreddygari ◽

Varsha Shaju ◽

S. Aparna ◽

...

Keyword(s):

Deep Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Epileptic Seizure Detection ◽

Learning Technique

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An Advanced Machine Learning Approach to Generalised Epileptic Seizure Detection

Intelligent Computing in Bioinformatics - Lecture Notes in Computer Science ◽

10.1007/978-3-319-09330-7_14 ◽

2014 ◽

pp. 112-118 ◽

Cited By ~ 2

Author(s):

Paul Fergus ◽

David Hignett ◽

Abir Jaffar Hussain ◽

Dhiya Al-Jumeily

Keyword(s):

Machine Learning ◽

Epileptic Seizure ◽

Seizure Detection ◽

Learning Approach ◽

Epileptic Seizure Detection ◽

Machine Learning Approach

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