Data Modeling

Mathematical and Computational Data Modeling
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Data Modeling

Volume 5 Number 1 2024


Data Modeling

Volume 5 Number 1 2024

Data Modeling

Data Modeling

Descriptive Table of Contents

Research Article

(Unspecified)

Research Article | (Unspecified) Published online 16 December 2024

KMFusionNet: An Alternating Tree-Estimator Boosting Framework for Imbalanced Binary Classification

Shazib Sheikh1*, Ethan Debnath2, Zulkarnain Saurav 3, Kamruzzaman Mithu3, Swakkhar Shatabda 4

pp. 1-12
Views: 145 | Downloads: 0

KMFusionNet improves minority class detection in imbalanced datasets through computationally efficient alternating tree-estimator boosting.

Abstract | Full Text |PDF (588 KB) | Open Access Article

  
Research Article | (Unspecified) Published online 18 October 2024

Optimizing Byzantine Fault Tolerance: O(1) Message Complexity Through BLS Signature Aggregation and Pipelined Consensus

Kamruzzaman Mithu 1*

pp. 1-11
Views: 42 | Downloads: 0

This work eases a long-standing bandwidth bottleneck in Byzantine consensus while preserving deterministic finality, offering a practical scaling path.

Abstract | Full Text |PDF (448 KB) | Open Access Article

  
Research Article | (Unspecified) Published online 27 September 2024

Enhancing Skin Cancer Diagnosis: A Comparative Analysis of Transfer Learning Techniques for Multi-Class Skin Cancer Classification

Mohammad Nazmush Shamael 1*, Khondaker Abdullah Al Mamun 1

pp. 1-11
Views: 54 | Downloads: 0

Comparing five transfer learning models, MobileNet achieved superior accuracy for multi-class skin cancer classification, enabling accessible, cost-effective AI screening tools.

Abstract | Full Text |PDF (4 MB) | Open Access Article

  
Research Article | (Unspecified) Published online 23 August 2024

Reviving Hormonal Balance: A Modest Solution for Polycystic Ovary Syndrome (PCOS) in Bangladeshi Women

Kamruzzaman Mithu 1*

pp. 1-11
Views: 76 | Downloads: 0

FLCMD shows promise for improving insulin resistance, lipid profiles, and body composition in PCOS, warranting further clinical research validation.

Abstract | Full Text |PDF (219 KB) | Open Access Article

  
Research Article | (Unspecified) Published online 16 August 2024

IoT-Based Smart Aquaculture Water Quality Monitoring and Health Prediction Using Machine Learning

Kamruzzaman Mithu 1*, Md. Nesar Uddin1 ,Md. Ataur Rahman1, Sayed Rokibul Hossain1, A.K.M. Muzahidul Islam1

pp. 1-18
Views: 214 | Downloads: 0

Low-cost IoT and machine learning integration enables practical real-time aquaculture health prediction, supporting sustainable fish farming and environmental monitoring.

Abstract | Full Text |PDF (674 KB) | Open Access Article

  
Research Article | (Unspecified) Published online 14 August 2024

Machine Learning–Driven Classification of Thyroid Disorders: An XGBoost-Based Approach for Improved Diagnostic Accuracy

Sayed Rokibul Hossain1*, Kamruzzaman Mithu 1, Md. Nesar Uddin1, Md. Ataur Rahman1, Khondaker Abdullah Al Mamun1

pp. 1-13
Views: 366 | Downloads: 0

This study demonstrates that XGBoost can enhance early thyroid disease detection by handling imbalance and improving classification accuracy in clinical datasets.

Abstract | Full Text |PDF (1 MB) | Open Access Article

  

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