An approach to detect epileptic seizure using XAI and machine learning

An approach to detect epileptic seizure using XAI and machine learning

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:	Bijoy, Emam Hasan, Rahman, Md. Hasibur, Ahmed, Sabbir, Laskor, Md. Shifat
Awduron Eraill:	Hossain, Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2022
Pynciau:	Multi-class classification Binary classification K-Nearest Neighbor (KNN) Decision tree algorithm Random forest algorithm Multi-Layer Perceptron (MLP) Gradient boosting classifier Gaussian Naïve Bayes Complement Naïve Bayes SGD Classifier XAI LIME Algorithm Sudden Unexpected Death in Epilepsy (SUDEP) Epileptic Seizure (ES) Electroencephalogram (EEG) Machine Learning Computer algorithms
Mynediad Ar-lein:	http://hdl.handle.net/10361/17538

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gan: Farastu, Paresha, et al.
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Design and analysis of algorithms /
gan: Dave, Parag H
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Fundamentals of algorithmics /
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Algorithms /
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Introduction to the design & analysis of algorithms /
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An introduction to the analysis of algorithms /
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Cyhoeddwyd: (1996)

Computer algorithms : introduction to design and analysis /
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Cyhoeddwyd: (2000)

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An introduction to the analysis of algorithms /
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Graph theory : modeling, applications, and algorithms /
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Cyhoeddwyd: (2007)

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