Comparative analysis and implementation of credit risk prediction through distinct machine learning models

Comparative analysis and implementation of credit risk prediction through distinct machine learning models

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021.

Manylion Llyfryddiaeth
Prif Awduron:	Turjo, Aquib Abtahi, Karim, S.M. Mynul, Biswas, Tausif Hossain, Rahman, Yeaminur, Dewan, Ifroim
Awduron Eraill:	Hossain, Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2021
Pynciau:	Credit Risk Loan Machine Learning Regression Model Gradient Boosting Deep Learning Neural Networks Support Vector Random Forest
Mynediad Ar-lein:	http://hdl.handle.net/10361/15189

Eitemau Tebyg

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Prediction of earthquakes: a step towards predicting the unpredictable
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Building a credit scoring model to assign a reference score based on credit transaction and relevant profile data
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Speech emotion detection using supervised, unsupervised and feature selection algorithms
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Detecting online recruitment fraud by using machine learning
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A hybrid rumor detection model derived from a comparative study of supervised approaches
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Fighting depression: psychological approaches among Bangladeshi university students
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Stock market prediction using ensemble learning
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Application of CNN based architectures in detection of distracted drivers
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A machine learning approach to detect depression and anxiety using supervised learning
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Aspect based opinion mining on restaurant reviews
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Rating detection by reviews using ML and NLP towards mobile phone recommendation
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A machine learning approach to predict young voter enthusiasm based on non-political factors
gan: Rahman, Md. Nowroz Junaed, et al.
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A machine learning approach to analyze and predict rainfall in different regions of Bangladesh
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Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
gan: Rahman, Fahim, et al.
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Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
gan: Tasnim, Anika, et al.
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Credit card fraud detection using machine learning techniques
gan: Kabir, Tasmia, et al.
Cyhoeddwyd: (2021)

Diagnosis of cervical cancer using effective hybrid model in Bangladesh
gan: Saad-Ul-Kabir, Syed, et al.
Cyhoeddwyd: (2021)

Implementing machine learning techniques to forecast floods In Bangladesh based on historical data
gan: Toufique, S.M, et al.
Cyhoeddwyd: (2024)

Predicting the outcome of purchasing a hotel package to assist policymakers using machine learning
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Predicting crime using deep learning
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Pattern recognition with Quantum Support Vector Machine(QSVM) on near term quantum processors.
gan: Ahmed, Sajjad
Cyhoeddwyd: (2019)

Machine learning based analysis and prediction of crop yield and prices of Aman, Aus and Boro rice
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Recall-Net: A CNN-based Model for Four-class Classification of Alzheimer’s Disease
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A counseling system to predict the study path for freshmen
gan: Usha, Rowshni Tasneem, et al.
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Implementation of machine learning to estimate the air pollutants such as Carbon dioxide, methane, nitrous oxide and total greenhouse gas emissions in Bangladesh
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Cyhoeddwyd: (2022)

Cardiovascular disease prediction model using Machine Learning Algorithm
gan: Arefin Mirdha, MD Shamsul
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Financial factors analysis for acquisition premium and anticipation using extreme gradient boosting and deep recurrent neural network
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Cyhoeddwyd: (2020)

Yield prediction for precision agriculture using extreme gradient boosting and support vector regression
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Early detection of chronic kidney disease using machine learning
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Cyhoeddwyd: (2019)

A modern technique to detect potholes by Computer Vision and Deep Learning
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Performance analysis of machine learning algorithms for Malware classification
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Cyhoeddwyd: (2023)

Deep learning approaches for Bengali cyberbullying cetection on social media: a comparative study of BiLSTM, BiGRU and BERT models
gan: Fahim, Kaji Mehedi Hasan, et al.
Cyhoeddwyd: (2024)

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

Corn leaf disease detection using deep convolution neural network
gan: Rabbi, Rawhatur, et al.
Cyhoeddwyd: (2023)

Exploring machine learning techniques for symptom-based detection of livestock diseases
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Cyhoeddwyd: (2024)

Machine learning-based approach on predicting online shopping addiction using EEG signals
gan: Nawer, Nafisa, et al.
Cyhoeddwyd: (2023)

Weather forecasting using Deep Learning
gan: Fahad, Sheikh Abdul, et al.
Cyhoeddwyd: (2023)

An interpretable transformer based approach to classify Malaria from blood cell images
gan: Islam, Mehafuza, et al.
Cyhoeddwyd: (2023)

Detecting Adverse Drug Reaction (ADR) with data mining and predicting its intensity with machine learning
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Cyhoeddwyd: (2018)