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Journal of Medical Engineering & Technology Volume 44, 2020 - Issue 5
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Innovations

Automated human mind reading using EEG signals for seizure detection

Virender RangaDepartment of Computer Engineering, National Institute of Technology, Kurukshetra, India; ORCID Iconhttp://orcid.org/0000-0002-2046-8642
ORCID Icon,
Shivam GuptaDepartment of Computer Science and Engineering, Indian Institute of Information Technology, Sonepat, Haryana, India (Mentor National Institute of Technology, Kurukshetra, Haryana, India); Correspondence[email protected]
ORCID Iconhttp://orcid.org/0000-0003-0633-3917
ORCID Icon,
Jyoti MeenaDepartment of Computer Engineering, National Institute of Technology, Kurukshetra, India; ORCID Iconhttp://orcid.org/0000-0002-1074-1369
ORCID Icon &
Priyansh AgrawalDepartment of Computer Engineering, National Institute of Technology, Kurukshetra, IndiaORCID Iconhttp://orcid.org/0000-0002-7409-1617
ORCID Icon
Pages 237-246 | Received 09 May 2020, Accepted 09 Jun 2020, Published online: 13 Jul 2020

References

  • Sahu R, Dash SR, Cacha LA, et al. Epileptic seizure detection: a comparative study between deep and traditional machine learning techniques. J Integr Neurosci. 2020;19(1):1–9.
  • Wei Z, Zou J, Zhang J, et al. Automatic epileptic EEG detection using convolutional neural network with improvements in time-domain. Biomed Signal Process Control. 2019;53:101551.
  • Choi G, Park C, Kim J, et al. 2019. A novel multi-scale 3D CNN with deep neural network for epileptic seizure detection. In 2019 IEEE International Conference on Consumer Electronics (ICCE) (pp. 1–2). IEEE.
  • Sujatha K. Automatic epilepsy detection using hybrid decomposition with multi class support vector method. Multimed Tools Appl. 2020;79(15–16):9871–9820.
  • Kumaar AA, Srinath A, Sabareeswaran S. Seizure detection using wavelet domain features and support vector machine. Stud Indian Place Names. 2020;40(3):3213–3222.
  • Thanaraj KP, Parvathavarthini B, Tanik UJ, et al. Implementation of deep neural networks to classify EEG signals using gramian angular summation field for epilepsy diagnosis. 2020. arXiv Preprint arXiv:2003.04534.
  • Daoud H, Bayoumi MA. Efficient epileptic seizure prediction based on deep learning. IEEE Trans Biomed Circuits Syst. 2019;13(5):804–813.
  • Shen Y. Machine learning based epileptic seizure detection for responsive neurostimulator system optimization. J Phys: Conf Ser. 2020;1453:012089.
  • Bhagat PN, Ramesh KS, Patil ST. An automatic diagnosis of epileptic seizure based on optimization using electroencephalography signals. J Crit Rev. 2019;6(5):200–212.
  • Deivasigamani S, Senthilpari C, Yong WH. Machine learning method based detection and diagnosis for epilepsy in EEG signal. J Ambient Intell Hum Comput. 2020:1–7.
  • Huang C, Chen W, Cao G. (2019, November). Automatic Epileptic Seizure Detection via Attention-Based CNN-BiRNN. In 2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (pp. 660–663). IEEE.
  • Kumar TS, Kanhangad V, Pachori RB. Classification of seizure and seizure-free EEG signals using local binary patterns. Biomed Signal Process Control. 2015;15:33–40.
  • Huang G, Liu Z, Van Der Maaten L, et al. 2017. Densely connected convolutional networks In Proceedings of the IEEE conference on computer vision and pattern recognition (p. 4700–4708).
  • Krizhevsky A, Sutskever I, Hinton GE. Imagenet classification with deep convolutional neural networks. Adv Neural Inf Process Syst. 2012:1097–1105.
  • LeCun Y, Bottou L, Bengio Y, et al. Gradient-based learning applied to document recognition. Proc IEEE. 1998;86(11):2278–2324.
  • Simonyan K, Zisserman A. Very deep convolutional networks for large-scale image recognition. 2014. arXiv Preprint arXiv:1409.1556.
  • Lian J, Zhang Y, Luo R, et al. Pair-wise matching of EEG signals for epileptic identification via convolutional neural network. IEEE Access. 2020;8:40008–40017.
  • Liu Y, Sivathamboo S, Goodin P, et al. 2020. Epileptic Seizure Detection Using Convolutional Neural Network: A Multi-Biosignal study. In Proceedings of the Australasian Computer Science Week Multiconference (pp. 1–8).
  • Mao WL, Fathurrahman HIK, Lee Y, et al. EEG dataset classification using CNN method. J Phys: Conf Ser. 2020;1456:012017. January). In (Vol. No.p. 012017). IOP Publishing.
  • Usman SM, Khalid S, Aslam MH. Epileptic seizures prediction using deep learning techniques. IEEE Access. 2020;8:39998–40007.
  • Nagabushanam P, George ST, Radha S. EEG signal classification using LSTM and improved neural network algorithms. Soft Comput. 2020;24(13):9981–9923.
  • Acharya UR, Oh SL, Hagiwara Y, et al. Deep convolutional neural network for the automated detection and diagnosis of seizure using EEG signals. Comput. Biol. Med. 2018;100:270–278.
  • Emami A, Kunii N, Matsuo T, et al. Seizure detection by convolutional neural network-based analysis of scalp electroencephalography plot images. Neuroimage Clin. 2019;22:101684.
  • Abedin MZ, Akther S, Hossain MS. (2019, September). An Artificial Neural Network Model for Epilepsy Seizure Detection. In 2019 5th International Conference on Advances in Electrical Engineering (ICAEE) (pp. 860–865). IEEE.
  • Abbasi MU, Rashad A, Basalamah A, et al. Detection of epilepsy seizures in neo-natal EEG using LSTM architecture. IEEE Access. 2019;7:179074–179085.
  • Yeola LA, Satone MP. 2019. Deep neural network for the automated detection and diagnosis of seizure using EEG signals.
  • Ullah I, Hussain M, Qazi E-u-H, et al. An automated system for epilepsy detection using EEG brain signals based on deep learning approach. Expert Syst Appl. 2018;107:61–71.
  • [cited 2020 Jan 7]. Available from: http://archive.ics.uci.edu/ml/datasets/Epileptic+Seizure+Recognition.

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