Developing a machine learning based prognostic model and a supporting web-based application for predicting the possibility of early diabetes and diabetic kidney disease

Developing a machine learning based prognostic model and a supporting web-based application for predicting the possibility of early diabetes and diabetic kidney disease

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:	Amin, M.M. Shahriar, Gomes, Partho Mark, Gomes, Jui Philomina, Tasneem, Faiza
Awduron Eraill:	Islam, Md. Saiful
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2021
Pynciau:	Early Diabetes Prediction Diabetes Kidney Disease Prediction Machine Learning Diabetes GBDT Bioinformatics Machine learning.
Mynediad Ar-lein:	http://hdl.handle.net/10361/14964

Eitemau Tebyg

In-hospital outcome of Diabetes patients with Chronic Kidney Disease
gan: Kabir, Sabrina
Cyhoeddwyd: (2021)

Diabetes mellitus : a handbook for professionals /
gan: Mahtab, Hajera
Cyhoeddwyd: (2007)

A novel and superior approach to diabetic management: utilization of a fuzzy-logic based system for precision insulin dosing in type 2 diabetes patients
gan: Orni, Proma Roy
Cyhoeddwyd: (2018)

Diabetic retinopathy detection using machine learning
gan: Maliha, Maisha, et al.
Cyhoeddwyd: (2018)

A review on classes of anti diabetic drugs and synthetic methods to access them: classical and modern approaches
gan: Shahriyar, Md. Sakif
Cyhoeddwyd: (2024)

Ethnic predisposition of diabetes mellitus in the patients with previous history of gestational diabetes mellitus: A review
gan: Gupta, Rajat Das, et al.
Cyhoeddwyd: (2022)

A review on diabetic neuropathy and development of sustained release tablet containing ‘Epalrestat’
gan: Dewan, Marzan
Cyhoeddwyd: (2019)

Determination of synthetic drugs as adulterant in herbal anti-diabetic medicines by HPLC
gan: Chowdhury, Anika Tasnim
Cyhoeddwyd: (2018)

A comprehensive look into the association of diabetes with COVID- 19
gan: Antora, Sabrina Islam
Cyhoeddwyd: (2023)

A review on the effectiveness of oral insulin in type I and type II Diabetes mellitus
gan: Nahar, Nafiun
Cyhoeddwyd: (2021)

Double trouble: prevalence and factors associated with tuberculosis and diabetes comorbidity in Bangladesh
gan: Sarker, Malabika, et al.
Cyhoeddwyd: (2018)

Bacteriology of diabetic foot ulcers and their antibiotic resistance ability
gan: Baral, Poulomi, et al.
Cyhoeddwyd: (2023)

Use of stem cells for the Study and treatment of type 1 diabetes
gan: Ahsan, Safat
Cyhoeddwyd: (2024)

A review on drug repurposing for diabetes epidemic
gan: Lamia, Sadia Raisa
Cyhoeddwyd: (2022)

A review on aspects of diabetes mellitus caused by oxidative stress
gan: Bhuiyan, Md. Rasshiq Amin
Cyhoeddwyd: (2023)

Determinants of diabetes in Bangladesh using two approaches: An analysis of the Demographic and Health Survey 2011
gan: Swasey, Krystal K., et al.
Cyhoeddwyd: (2022)

Evaluation and comparison of release kinetics of an anti diabetic formulation
gan: Yeasmin, Sumaiya
Cyhoeddwyd: (2015)

Biosimilar insulins: a potential option in the treatment of Diabetes
gan: Tabassum, Turana
Cyhoeddwyd: (2022)

Comparison of diabetes knowledge and self-efficacy in diabetes management among the urban people and the people from Garo tribe in Mymensingh division
gan: Hossain, Md. Rafayat
Cyhoeddwyd: (2020)

Survey on herbal medicine use in diabetic patients: a pilot study
gan: Das, Writuparna
Cyhoeddwyd: (2020)

Fuzzy logic: a contemporary technique in refining physicians’ prescribed total daily insulin dosage for type 2 diabetes patients
gan: Tareq, Md. Tariqul Islam
Cyhoeddwyd: (2019)

A review of prevalence, complications, risk factors, knowledge assessment, selfmanagement, consciousness and treatment of diabetes mellitus in Bangladesh
gan: Chowdhury, Wasifuzzaman
Cyhoeddwyd: (2018)

Frequency and associated risk factors of diabetic foot infection: a review on the management and prevention
gan: Rahman, Madiha
Cyhoeddwyd: (2023)

Diabetic retinopathy detection using image-processing
gan: Zaman, Asif Uz, et al.
Cyhoeddwyd: (2016)

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

A review: natural polymer based hydrogel wound dressings in the wound healing of diabetics’ patients
gan: Proma, Manjila Saliha
Cyhoeddwyd: (2024)

Prevalence of epidemiological influence, risk factors of type-2 Diabetes Mellitus and analysis of hypertension as a complication among the relatively newly diagnosed patients from BIRDEM hospital
gan: Chowdhury, Ishtiak Ahmed
Cyhoeddwyd: (2018)

Psychometric validation of diabetes distress scale in Bangladeshi population
gan: Akter, Jesmin, et al.
Cyhoeddwyd: (2024)

Association of household wealth and education level with hypertension and diabetes among adults in Bangladesh: A propensity score-based analysis
gan: Gupta, Rajat Das, et al.
Cyhoeddwyd: (2022)

A study of using fuzzy logic based system for adaptation of precise insulin dosage for type II diabetes patients
gan: Prima, Afroza Afrin
Cyhoeddwyd: (2019)

Nutri rich diabetic biscuits: evaluating launching communication activities
gan: Biswas, Sadman Shariar
Cyhoeddwyd: (2015)

A survey on the potential awareness for the delivery of insulin using transdermal microneedle array
gan: Mahmood, Anika
Cyhoeddwyd: (2019)

Contribution of multidisciplinary healthcare professionals in the management of gestational diabetes mellitus: case study on selected hospitals in Dhaka
gan: Modasser, Khadiza Binta
Cyhoeddwyd: (2018)

Use of machine learning and weather predictions to bridge the gap between consumer demands and the market requirements of food crops
gan: Hasan, Raad, et al.
Cyhoeddwyd: (2021)

A review on the progress of stem cell therapy as a treatment for Diabetes mellitus
gan: Biswas, Shipra
Cyhoeddwyd: (2022)

Machine learning as an indicator for breast cancer prediction
gan: Shadman, Tahsin Mohammed, et al.
Cyhoeddwyd: (2019)

Chronic kidney disease detection using ensemble classi ers and feature set reduction
gan: Shawan, Naveed Rahman, et al.
Cyhoeddwyd: (2019)

Antidiabetic properties of Moringa oleifera: a review
gan: Mamun, Abdull-Al
Cyhoeddwyd: (2023)

Novo Nordisk Ltd. (pharmaceutical industry)
gan: Matin, Md. Zubair
Cyhoeddwyd: (2016)

Characterization and analysis of the major risk factors of the Kidney Patients of Bangladesh: a retrospective study
gan: Rahman, Mahmud-Ur
Cyhoeddwyd: (2018)