Md Abdus Samad, PhD
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What’s New & Updated

Posts about papers, events, news, and more

CatBoost with Physics-Based Metaheuristics for Thyroid Cancer Recurrence Prediction

BioData Mining
paper

Machine learning approach combining CatBoost classifier with physics-based metaheuristic algorithms for efficient thyroid cancer recurrence prediction with feature optimization.

Dec 9, 2025
Proshenjit Sarker, Kwonhue Choi, Abdullah-Al Nahid, Md Abdus Samad

Accuracy, Precision, Recall, F1-Score, or MCC? Empirical Evidence from Advanced Statistics, ML, and XAI for Evaluating Business Predictive Models

Journal of Big Data
paper

Comprehensive empirical analysis of evaluation metrics for imbalanced datasets in business applications, combining statistical methods, machine learning, and explainable AI.

Dec 1, 2025
Khaled Mahmud Sujon, Rohayanti Hassan, Kwonhue Choi, Md Abdus Samad

Explainable Deep Ensemble Meta-Learning Framework for Brain Tumor Classification Using MRI Images

Cancers
paper

An interpretable deep ensemble model for tumor detection in MRI by integrating pre-trained CNNs with a Light Gradient Boosting Machine meta-learner.

Aug 30, 2025
S. Kakon, S. Chakrabarty, Z. Al Sazid, I. A. Begum, Md Abdus Samad, A. S. M. S. Hosen

New Publication: Accuracy, precision, recall, f1-score, or MCC? empirical evidence from advanced statistics, ML, and XAI for evaluating business predictive models

news
We’re excited to announce our latest research has been accepted for publication in Journal of Big Data, a leading open-access journal in big data analytics and applications!
Jan 15, 2025
md abdus samad

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Sep 3, 2024
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