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.

Manylion Llyfryddiaeth
Prif Awduron:	Crystal, Afnan Ahmed, Tasnim, Nuna, Jamal, Subha Sumaiya B, Rahman, Md. Ashikur
Awduron Eraill:	Chakrabarty, Amitabha
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	EEG Epilepsy Seizure Feature extraction Classification PCA Traumatic epilepsy Electroencephalography
Mynediad Ar-lein:	http://hdl.handle.net/10361/21790

Eitemau Tebyg

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

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

Pharmacological treatment for epileptic seizures
gan: Zohora, Umme Fathima Tuz
Cyhoeddwyd: (2024)

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Emotion detection from frontal facial image
gan: Hussain, Sakib
Cyhoeddwyd: (2014)

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