Prediction of bipolar disorder from mental episodes using machine learning approach

Prediction of bipolar disorder from mental episodes using machine learning approach

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:	Tasmeem, Sumaiya, Rahaman, Motiur, Piasha, Karishma Meherin Khan, Yasar, Samin, Dina, Murshida Akter
Awduron Eraill:	Rahman, Tanvir
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	Bipolar detection Random forest Machine learning Extreme gradient boosting Decision tree SVM MDQ Logistic regression CatBoost Light-GBM XGBoost Logistic regression analysis Deep learning (Machine learning)
Mynediad Ar-lein:	http://hdl.handle.net/10361/21779

Eitemau Tebyg

Detecting online recruitment fraud by using machine learning
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Heart disease prediction using techniques of classification in machine learning
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Prediction on large scale data using extreme gradient boosting
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Stock market prediction using ensemble learning
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Cyhoeddwyd: (2021)

Building a credit scoring model to assign a reference score based on credit transaction and relevant profile data
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Cyhoeddwyd: (2020)

Comparative analysis and implementation of credit risk prediction through distinct machine learning models
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Cyhoeddwyd: (2021)

Unleashing potential: a data-driven exploration of identifying player potentialities through advanced analytics in sports
gan: Bhowmik, Prashanta, et al.
Cyhoeddwyd: (2024)

Predicting the length of stay in a hospital for a particular disease using machine learning algorithms
gan: Imam, Saif
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Prediction of earthquakes: a step towards predicting the unpredictable
gan: Chowdhury, Maheen, et al.
Cyhoeddwyd: (2023)

Flood prediction using ensemble machine learning models
gan: Rahman, Tanvir
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Early detection of chronic kidney disease using machine learning
gan: Abrar, Tahmid, et al.
Cyhoeddwyd: (2019)

Predicting stock market trend from twitter feed and building a framework for Bangladesh
gan: Karim, Shabab, et al.
Cyhoeddwyd: (2018)

A thesis on utilizing machine learning models to predict material hardship
gan: Das, Tirtha
Cyhoeddwyd: (2024)

Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
gan: Rahman, Fahim, et al.
Cyhoeddwyd: (2021)

Where will you setup your business next?: a machine learning approach to suggest ideal geographical location for new restaurant establishment
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Cyhoeddwyd: (2018)

Speech emotion detection using supervised, unsupervised and feature selection algorithms
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Performance analysis of machine learning algorithms for Malware classification
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Performance analysis of machine learning algorithms in resume recommendation systems
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SCAMM: detection and prevention of SQL injection attacks using a machine learning approach
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Cyhoeddwyd: (2021)

Polycystic ovary syndrome detection using neural network.
gan: Istiyaq, Tahsin, et al.
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Forecasting stock market prices using advanced tools of machine learning
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Cyhoeddwyd: (2019)

Performance analysis of different machine learning approaches for single modal facial expression detection
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ML based career suggestive system for informal job sector considering cognitive skills
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Early detection of breast cancer using machine learning
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Cyhoeddwyd: (2019)

A machine learning approach to detect depression and anxiety using supervised learning
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Analyzing the security of e-Health data based on a hybrid federated learning model
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Cyhoeddwyd: (2023)

Application of CNN based architectures in detection of distracted drivers
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Weather forecasting using Deep Learning
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Cyhoeddwyd: (2023)

Exploring machine learning techniques for symptom-based detection of livestock diseases
gan: Niloy, Mahir Ahmed, et al.
Cyhoeddwyd: (2024)

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

Application of machine learning techniques on the context of predicting upcoming traffic congestion and providing the best preferred path
gan: Saquib, Muhammad Sadman, et al.
Cyhoeddwyd: (2019)

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)

Sentiment analysis for Bengali newspaper headlines
gan: Hossain, Mohammad Samman, et al.
Cyhoeddwyd: (2017)

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

Analysis on dengue severity using machine learning approach
gan: Sayeed, Sanjana, et al.
Cyhoeddwyd: (2021)

Machine learning for stress prediction
gan: Salehin, Sherajus, et al.
Cyhoeddwyd: (2023)

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

Application of machine learning techniques on the context of livestock analysis
gan: Islam, Md. Shajedul, et al.
Cyhoeddwyd: (2018)

Nonparametric bootstrapping for multiple logistic regression model using R
gan: Hossain, Ahmed, et al.
Cyhoeddwyd: (2010)

Statistical analysis of network data flows and predictions using statistical and machine learning regression models
gan: Boateng, Albert, et al.
Cyhoeddwyd: (2024)