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Results for “"Ishrak Jahan Ratul"”

5 results

A Comprehensive Investigation of the Performances of Different Machine Learning Classifiers with SMOTE-ENN Oversampling Technique and Hyperparameter Optimization for Imbalanced Heart Failure Dataset

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Mirza Muntasir Nishat, Fahim Faisal, Ishrak Jahan Ratul, Abdullah Al-Monsur et al.

Journal: Scientific ProgrammingYear: 2022Citations: 129

Heart failure is a chronic cardiac condition characterized by reduced supply of blood to the body due to impaired contractile properties of the muscles of the heart. Like any other cardiac disorder, heart failure is a serious ailment limiting the activities and curtailing the lifespan of the patient...

Health SciencesHealth ProfessionsHealth Information ManagementOpen Access
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Early risk prediction of cervical cancer: A machine learning approach

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Ishrak Jahan Ratul, Abdullah Al-Monsur, Bushra Tabassum, Abrar Mohammad Ar-Rafi et al.

Journal: 2022 19th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON)Year: 2022Citations: 47

Cervical cancer is a vital public health issue that affects women worldwide. As it is a fatal disease, early risk prediction of cervical cancer can play an important role in prevention by raising public awareness of this disease. Early prediction using a Machine Learning (ML) model can be a benefici...

Health SciencesMedicineEpidemiology
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Analyzing Perceived Psychological and Social Stress of University Students: A Machine Learning Approach

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Ishrak Jahan Ratul, Mirza Muntasir Nishat, Fahim Faisal, Sadia Sultana et al.

Journal: HeliyonYear: 2023Citations: 38

The COVID-19 pandemic has worsened the psychological and social stress levels of university students due to physical illness, enhanced dependence on mobile devices and internet, a lack of social activities, and home confinement. Therefore, early stress detection is crucial for their successful acade...

Social SciencesPsychologyClinical PsychologyOpen Access
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Survival Prediction of Children Undergoing Hematopoietic Stem Cell Transplantation Using Different Machine Learning Classifiers by Performing Chi-Square Test and Hyperparameter Optimization: A Retrospective Analysis

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Ishrak Jahan Ratul, Ummay Habiba Wani, Mirza Muntasir Nishat, Abdullah Al-Monsur et al.

Journal: Computational and Mathematical Methods in MedicineYear: 2022Citations: 23

Bone marrow transplant (BMT) is an effective surgical treatment for bone marrow-related disorders. However, several associated risk factors can impair long-term survival after BMT. Machine learning (ML) technologies have been proven useful in survival prediction of BMT receivers along with the influ...

Physical SciencesComputer ScienceComputer Vision and Pattern RecognitionOpen Access
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An interactive national digital surveillance system to fight against COVID-19 in Bangladesh

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Farhana Sarker, Moinul H. Chowdhury, Ishrak Jahan Ratul, Sheikh Mohammed Shariful Islam et al.

Journal: Frontiers in Digital HealthYear: 2023Citations: 2

Background: COVID-19 has affected many people globally, including in Bangladesh. Due to a lack of preparedness and resources, Bangladesh has experienced a catastrophic health crisis, and the devastation caused by this deadly virus has not yet been halted. Hence, precise and rapid diagnostics and inf...

Health SciencesMedicineRadiology, Nuclear Medicine and ImagingOpen Access
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