Epileptic seizure detection in EEG using mutual information-based best individual feature selection

Advances in Systems, Control and Automation - Lecture Notes in Electrical Engineering ◽

Epileptic Seizure Detection from EEG Signals Using Best Feature Subsets Based on Estimation of Mutual Information for Support Vector Machines and Naïve Bayes Classifiers

10.1007/978-981-10-4762-6_56 ◽

2017 ◽

pp. 585-593

Author(s):

A. Sharmila ◽

P. Geethanjali

Keyword(s):

Support Vector Machines ◽

Mutual Information ◽

Epileptic Seizure ◽

Naive Bayes ◽

Seizure Detection ◽

Naïve Bayes ◽

Support Vector ◽

Eeg Signals ◽

Vector Machines

Optimized Feature Selection for Enhanced Epileptic Seizure Detection

Current Medical Imaging Formerly Current Medical Imaging Reviews ◽

10.2174/157340561001140424143814 ◽

2014 ◽

Vol 10 (1) ◽

pp. 35-47 ◽

Cited By ~ 3

Author(s):

Krishnakumar Sivasankari ◽

Keppana Thanushkodi ◽

Nambiraj Suguna

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Seizure Detection ◽

Selection For

Automated Epileptic Seizure Detection Method Based on the Multi-attribute EEG Feature Pool and mRMR Feature Selection Method

Lecture Notes in Computer Science - Computational Science – ICCS 2019 ◽

10.1007/978-3-030-22744-9_4 ◽

2019 ◽

pp. 45-59

Author(s):

Bo Miao ◽

Junling Guan ◽

Liangliang Zhang ◽

Qingfang Meng ◽

Yulin Zhang

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Detection Method ◽

Feature Selection Method ◽

Seizure Detection ◽

Selection Method ◽

2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

Integrating channel selection and feature selection in a real time epileptic seizure detection system

10.1109/embc.2017.8037539 ◽

2017 ◽

Cited By ~ 1

Author(s):

Hongda Wang ◽

Weiwei Shi ◽

Chiu-Sing Choy

Keyword(s):

Feature Selection ◽

Real Time ◽

Epileptic Seizure ◽

Detection System ◽

Seizure Detection ◽

Channel Selection ◽

2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) ◽

Automated epileptic seizure detection by analyzing wearable EEG signals using extended correlation-based feature selection

10.1109/bsn.2018.8329660 ◽

2018 ◽

Cited By ~ 2

Author(s):

Yao Guo ◽

Yuan Zhang ◽

Md Mursalin ◽

Wenyao Xu ◽

Benny Lo

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Seizure Detection ◽

Eeg Signals ◽

Correlation Based Feature Selection

Wearable Eeg ◽

Efficient feature selection using a hybrid algorithm for the task of epileptic seizure detection

10.1063/1.4887590 ◽

2014 ◽

Author(s):

Kee Huong Lai ◽

Zarita Zainuddin ◽

Pauline Ong

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Hybrid Algorithm ◽

Seizure Detection ◽

An enhanced harmony search based algorithm for feature selection: Applications in epileptic seizure detection and prediction

Computers & Electrical Engineering ◽

10.1016/j.compeleceng.2016.02.009 ◽

2016 ◽

Vol 53 ◽

pp. 143-162 ◽

Cited By ~ 22

Author(s):

Zarita Zainuddin ◽

Kee Huong Lai ◽

Pauline Ong

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Harmony Search ◽

Seizure Detection ◽

Two-stage Hardware-Friendly Epileptic Seizure Detection Method with a Dynamic Feature Selection

10.1109/embc46164.2021.9630486 ◽

2021 ◽

Author(s):

Keyvan Farhang Razi ◽

Alexandre Schmid

Keyword(s):

Feature Selection ◽

Epileptic Seizure ◽

Detection Method ◽

Seizure Detection ◽

Dynamic Feature ◽

Two Stage ◽

Automated epileptic seizure detection using improved correlation-based feature selection with random forest classifier

Neurocomputing ◽

10.1016/j.neucom.2017.02.053 ◽

2017 ◽

Vol 241 ◽

pp. 204-214 ◽

Cited By ~ 75

Author(s):

Md Mursalin ◽

Yuan Zhang ◽

Yuehui Chen ◽

Nitesh V Chawla

Keyword(s):

Feature Selection ◽

Random Forest ◽

Epileptic Seizure ◽

Seizure Detection ◽

Random Forest Classifier ◽

Correlation Based Feature Selection

Performance Evaluation of Machine Learning Classifiers for Epileptic Seizure Detection

International Journal of Computer Sciences and Engineering ◽

10.26438/ijcse/v7i8.122129 ◽

2019 ◽

Vol 7 (8) ◽

pp. 122-129

Author(s):

Mirwais Farahi ◽

Doreswamy .

Keyword(s):

Machine Learning ◽

Performance Evaluation ◽

Epileptic Seizure ◽

Seizure Detection ◽

Machine Learning Classifiers ◽

Learning Classifiers