Detection and prediction of epileptic seizure using different machine learning classifiers

Detection and prediction of epileptic seizure using different machine learning classifiers

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2022.

Dades bibliogràfiques
Autors principals:	Crystal, Afnan Ahmed, Tasnim, Nuna, Jamal, Subha Sumaiya B, Rahman, Md. Ashikur
Altres autors:	Chakrabarty, Amitabha
Format:	Thesis
Idioma:	English
Publicat:	Brac University 2023
Matèries:	EEG Epilepsy Seizure Feature extraction Classification PCA Traumatic epilepsy Electroencephalography
Accés en línia:	http://hdl.handle.net/10361/21790

Ítems similars

Epileptic seizure detection by exploiting EEG signals using different decomposition techniques and machine learning approaches
per: Karim, Rezwanul, et al.
Publicat: (2019)

Prediction of Epileptic Seizures using digital signal processing and support vector machine
per: Siddique, Nusayer Masud, et al.
Publicat: (2021)

Pharmacological treatment for epileptic seizures
per: Zohora, Umme Fathima Tuz
Publicat: (2024)

DWT based transformed domain feature extraction approach for epileptic seizure detection
per: Mostafa, Mahajabin, et al.
Publicat: (2021)

A review on the use of Ganaxolone in the treatment of Epilepsy
per: Ghosh, Dibbo Protim
Publicat: (2024)

Epileptic seizure prediction using bandpass filtering and convolutional neural network
per: Rahman, Tasnia, et al.
Publicat: (2022)

Prediction of Epileptic Seizure onset based on EEG signals and learning approaches
per: Nazim, Tausif, et al.
Publicat: (2021)

Predicting epileptic seizure from Electroencephalography (EEG) using hilbert huang transformation and neural network
per: Rahman, Md. Oliur, et al.
Publicat: (2015)

Detection of epileptic seizure using Support Vector Machine Classifier - extracted features from EEG signals
per: Amiz, Asef Hassan, et al.
Publicat: (2021)

An approach to detect epileptic seizure using XAI and machine learning
per: Bijoy, Emam Hasan, et al.
Publicat: (2022)

A review on underlying causes and therapies related to Epilepsy
per: Sonia, Saima Akter
Publicat: (2023)

Applying tDCS over the dominant Hemisphere to observe event-related Desynchronization
per: Khan, Akif Ahmed, et al.
Publicat: (2020)

Heartbeat sound feature extraction and classification
per: Bibrity, Fariha Chowdhury, et al.
Publicat: (2020)

A review on optogenetics and its potential in neurological disorder management
per: Armin, Fariza
Publicat: (2024)

Music genre classification with convolutional neural network
per: Chowdhury, Masud, et al.
Publicat: (2022)

Gene classification and pattern analysis using data mining and machine learning techniques
per: Ramisa, Aiman Jabeen, et al.
Publicat: (2021)

Clustering and detection of good and bad rail line anchors from images
per: Islam, Samiul, et al.
Publicat: (2017)

A new feature extraction technique for person identification
per: Muazzam, Shakib, et al.
Publicat: (2017)

Detection of mind wandering using EEG signals
per: Tasika, Nadia Jebin, et al.
Publicat: (2020)

Traumatic meningeal enhancement detection by deep learning-based biomedical image analysis and handcrafted features extraction
per: Uddin, Mohammad Sakib, et al.
Publicat: (2024)

Classification of music based on correlation between mood, linguistic and audio features
per: Sobhan, Md. Mashrur Bari
Publicat: (2018)

Text classification using machine learning algorithms
per: Hasnat, Fahim, et al.
Publicat: (2018)

A novel parallel texture feature extraction method using log-gabor filter and singular value decomposition (SVD)
per: Ratul, Md Aminur Rab, et al.
Publicat: (2018)

Factor analysis of ad liking and prediction of purchase intent through emotionomics
per: Toma, Syeda Tanzina Farhin, et al.
Publicat: (2020)

A framework for sentiment analysis: a data-driven approach
per: Islam, Md. Jahedul, et al.
Publicat: (2021)

Flight fare prediction using machine learning
per: Noyon, Md. Shaim Hosan, et al.
Publicat: (2024)

Email classification and meeting scheduling using classifier algorithm
per: Khan, Behroz Newaz, et al.
Publicat: (2017)

A voice signal based gender prediction model using random forest classifier
per: Ahmed, Saif, et al.
Publicat: (2018)

Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model
per: Islam, Md. Tahmidul, et al.
Publicat: (2023)

Sound classification using deep learning for hard of hearing and deaf people
per: Habib, Md.Adnan, et al.
Publicat: (2022)

Bangla speech recognition using 1D CNN and LSTM with different dimension reduction techniques
per: Nirjhor, S M Mahsanul Islam, et al.
Publicat: (2019)

Breast cancer prediction using different machine learning models
per: Khandker Al- Muhaimin, et al.
Publicat: (2020)

Deep learning approaches to EEG and fMRI data: a comparative study for sleep stage classification
per: Tanvir, Farhan, et al.
Publicat: (2024)

Unfinished processes: Acting out trauma and working through postmemory
per: Kaiissar, Jahin
Publicat: (2021)

Prediction of success factors of FMCG commercials using signal processing and machine learning algorithms
per: Saquib, Nazmus, et al.
Publicat: (2021)

Real-time fire detection based on feature analysis using enhanced color segmentation and novel foreground extraction
per: Khan, Rubayat Ahmed
Publicat: (2022)

Fake currency detection using image processing method
per: Alimushwan, Munshi Md., et al.
Publicat: (2017)

Prediction of diabetes induced complications using different machine learning algorithms
per: Rahman, Tahsinur, et al.
Publicat: (2018)

Emotion detection from frontal facial image
per: Hussain, Sakib
Publicat: (2014)

Human identification using dental radiograph
per: Fahad, Salem Quddus, et al.
Publicat: (2018)