Epileptic Seizure Detection Using Discrete Wavelet Transform Based Support Vector Machine

被引：0

作者：

Deshmukh, Prashant ^{[1
]}

Ingle, Rahul ^{[1
]}

Kehri, Vikram

Awale, R. N. ^{[2
]}

机构：

[1] VJTI, Bombay 400019, Maharashtra, India

[2] VJTI, Elect Engn Dept, Bombay 400019, Maharashtra, India

来源：

2017 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP) | 2017年

关键词：

(EEG) Electroencephalogram; Support vector machine (SVM); (DWT) discrete wavelet transform; Epileptic Seizure; SPIKE DETECTION;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this work, an effective method for the presence of epileptic seizures from continuous EEG signals is carried out using machine learning algorithm. The work for detection of epileptic Seizure from EEG signals is carried out in three stages. In first stage, DWT is used for EEG signal decomposition into its corresponding sub bands. In second stage, extraction of the statistical features from each subband and finally classification of the EEG signals into epileptic seizure and normal has been done using SVM. The result from experimental analysis shows that, the proposed method is better for detection of the epileptic seizure from EEG Signals.

引用

页码：1933 / 1937

页数：5

共 50 条

[1] Epileptic Seizure Detection Using Wavelet Transform Based Sample Entropy and Support Vector Machine
Han, Ling
Wang, Hong
Liu, Cong
Li, Chunsheng
PROCEEDING OF THE IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2012, : 759 - 762
[2] Automatic Arrhythmia Detection Using Support Vector Machine Based on Discrete Wavelet Transform
Hamed, Ibrahim
Owis, Mohamed I.
JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2016, 6 (01) : 204 - 209
[3] EPILEPTIC SEIZURE PREDICTION USING WAVELET TRANSFORM, FRACTAL DIMENSION, SUPPORT VECTOR MACHINE, AND EEG SIGNALS
Perez-Sanchez, Andrea V.
Valtierra-Rodriguez, Martin
Perez-Ramirez, Carlos A.
De-Santiago-Perez, J. Jesus
Amezquita-Sanchez, Juan P.
FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2022, 30 (07)
[4] Detection of Arrhythmia based on Discrete Wavelet Transform using Artificial Neural Network and Support Vector Machine
Ranaware, Preeti N.
Deshpande, Rohini A.
2016 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), VOL. 1, 2016, : 1767 - 1770
[5] Seizure Detection in Epileptic EEG Using Short-Time Fourier Transform and Support Vector Machine
Rizal, Achmad
Priharti, Wahmisari
Hadiyoso, Sugondo
INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2021, 17 (14) : 65 - 78
[6] Precipitation Estimation Using Support Vector Machine with Discrete Wavelet Transform
Shenify, Mohamed
Danesh, Amir Seyed
Gocic, Milan
Taher, Ros Surya
Wahab, Ainuddin Wahid Abdul
Gani, Abdullah
Shamshirband, Shahaboddin
Petkovic, Dalibor
WATER RESOURCES MANAGEMENT, 2016, 30 (02) : 641 - 652
[7] Precipitation Estimation Using Support Vector Machine with Discrete Wavelet Transform
Mohamed Shenify
Amir Seyed Danesh
Milan Gocić
Ros Surya Taher
Ainuddin Wahid Abdul Wahab
Abdullah Gani
Shahaboddin Shamshirband
Dalibor Petković
Water Resources Management, 2016, 30 : 641 - 652
[8] Face detection based on wavelet transform and support vector machine
Zhu, Hailong
Qu, Liangsheng
Zhang, Haijun
Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2002, 36 (09): : 947 - 950
[9] Detection of Epileptic Seizure Using a Combination of Discrete Wavelet Transform and Power Spectral Density
Dhar, Puja
Garg, Vijay Kumar
INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING AND COMMUNICATIONS, ICICC 2022, VOL 3, 2023, 492 : 637 - 646
[10] Automatic seizure detection of electroencephalogram signals based on frequency slice wavelet transform and support vector machine
Zhang Tao
Chen Wan-Zhong
Li Ming-Yang
ACTA PHYSICA SINICA, 2016, 65 (03)

← 1 2 3 4 5 →