Analyzing the security of e-Health data based on a hybrid federated learning model

Analyzing the security of e-Health data based on a hybrid federated learning model

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023.

Manylion Llyfryddiaeth
Prif Awduron:	Shafin, Md. Mehtabul Islam, Akhter, Sabrin, Hasan, Mohammad Shafkat, Nasimuzzaman, Md., Prithul, Tamzeedur Rahman
Awduron Eraill:	Zaman, Shakila
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	Federated learning Machine learning e-Health care CNN MLP Random forest Logistic regression Medical informatics. Medical telematics.
Mynediad Ar-lein:	http://hdl.handle.net/10361/19294

Eitemau Tebyg

eHealth research, theory, development : multi-disciplinary approach /
Cyhoeddwyd: (2018)

A machine learning approach to analyze and predict rainfall in different regions of Bangladesh
gan: Rahee, Arnob, et al.
Cyhoeddwyd: (2021)

A hybrid FL-Enabled ensemble approach for lung disease diagnosis leveraging fusion of SWIN transformer and CNN
gan: Chowdhury, Asif Hasan, et al.
Cyhoeddwyd: (2023)

A supervised learning approach by machine learning and deep learning algorithms to predict type II DM risk
gan: Farabe, Abdullah Al, et al.
Cyhoeddwyd: (2021)

Heart disease prediction system
gan: Amit, Tayab Al Azad, et al.
Cyhoeddwyd: (2022)

Brain hemorrhage detection using hybrid machine learning algorithm
gan: Iqbal, Khondoker Nazia, et al.
Cyhoeddwyd: (2022)

Federated ensemble-learning for transport mode detection in vehicular edge network
gan: Alam, MD. Mustakin, et al.
Cyhoeddwyd: (2023)

Machine learning approach for ECG analysis and predicting different heart diseases
gan: Tithi, Sushmita Roy, et al.
Cyhoeddwyd: (2019)

SCAMM: detection and prevention of SQL injection attacks using a machine learning approach
gan: Alam, Auninda, et al.
Cyhoeddwyd: (2021)

Speech emotion detection using supervised, unsupervised and feature selection algorithms
gan: Rifat, Abu Nuraiya Mahfuza Yesmin, et al.
Cyhoeddwyd: (2019)

Forecasting stock market prices using advanced tools of machine learning
gan: Anwar, Md. Tawhid, et al.
Cyhoeddwyd: (2019)

Comparison of machine learning techniques to predict cardiovascular disease
gan: Jaber, Mir Mohammad, et al.
Cyhoeddwyd: (2019)

Translational informatics in smart healthcare /
Cyhoeddwyd: (2017)

A hybrid rumor detection model derived from a comparative study of supervised approaches
gan: Aothoi, Mehzabin Sadat, et al.
Cyhoeddwyd: (2023)

Comparative analysis and implementation of credit risk prediction through distinct machine learning models
gan: Turjo, Aquib Abtahi, et al.
Cyhoeddwyd: (2021)

Detection of coronary artery blockage at an early stage using effective deep learning technique
gan: Promit, Tahmid Ashrafee, et al.
Cyhoeddwyd: (2023)

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

Amazon product reviews sentiment analysis using supervised learning algorithms
gan: Hawladar, Mohibullah, et al.
Cyhoeddwyd: (2021)

Machine learning based analysis and prediction of crop yield and prices of Aman, Aus and Boro rice
gan: Bhattacharjee, Ruposri, et al.
Cyhoeddwyd: (2024)

Estimating flood susceptibility of Bangladesh in the future year using machine learning
gan: Alim, Sakib Bin, et al.
Cyhoeddwyd: (2021)

Early detection of breast cancer using machine learning
gan: Fuad, Wasi Mohammad
Cyhoeddwyd: (2019)

EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence
gan: Mim, Ankhi Akter, et al.
Cyhoeddwyd: (2024)

Prediction of bipolar disorder from mental episodes using machine learning approach
gan: Tasmeem, Sumaiya, et al.
Cyhoeddwyd: (2023)

Fortifying federated learning: security against model poisoning attacks
gan: Anan, Fabiha, et al.
Cyhoeddwyd: (2024)

A secured federated learning system leveraging confidence score to identify retinal disease
gan: Eshan, M Sakib Osman, et al.
Cyhoeddwyd: (2023)

Health trauma and well-being assistant for Bengali seniors in household: a multimodal approach
gan: Islam, Md. Nazmul, et al.
Cyhoeddwyd: (2024)

An advanced hospital rating system using machine learning and natural language processing
gan: Tamjid, Ali Asgar, et al.
Cyhoeddwyd: (2023)

Predicting regional accents of Bengali language using deep learning
gan: Ibrahim, Md. Abu, et al.
Cyhoeddwyd: (2022)

Identification of fake news using machine learning in distributed system
gan: Saif, Mehruz, et al.
Cyhoeddwyd: (2021)

A feature selection approach to determine obesity using machine learning method
gan: Antor, Shahidul Alam, et al.
Cyhoeddwyd: (2021)

Social media trend analysis to predict the success of products using deep learning technique
gan: Khan, Farden Ehsan, et al.
Cyhoeddwyd: (2023)

A semi-supervised federated learning approach leveraging pseudo-labeling for Knee Osteoarthritis severity detection
gan: Rifat, Rakib Hossain
Cyhoeddwyd: (2024)

An enhanced CNN model for classifying skin cancer
gan: Haider, Kazi MD Minhajul, et al.
Cyhoeddwyd: (2022)

ResInvolution: an involution-ResNet fused global spatial relation leveraging model for histopathological image analysis under federated learning environment
gan: Dipto, Shakib Mahmud
Cyhoeddwyd: (2024)

A counseling system to predict the study path for freshmen
gan: Usha, Rowshni Tasneem, et al.
Cyhoeddwyd: (2019)

Prediction of coronary heart diseases using supervised machine learning algorithms
gan: Salam, Nazia Binte, et al.
Cyhoeddwyd: (2023)

Detecting Adverse Drug Reaction (ADR) with data mining and predicting its intensity with machine learning
gan: Hussain, Nadib, et al.
Cyhoeddwyd: (2018)

Personalization in federated recommendation system using SVD++ with explainability
gan: Patwary, Kabbya Kantam, et al.
Cyhoeddwyd: (2022)

Detecting online recruitment fraud by using machine learning
gan: Ghosh, Gitanjali, et al.
Cyhoeddwyd: (2021)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
gan: Tasnim, Anika, et al.
Cyhoeddwyd: (2022)