Author

Md Ariful Islam Mozumder

Inje University

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Review Open access Oct 2026

A Manager-Assisted Hybrid Decision Support System Using Advanced AI Models for Demand Forecasting and Inventory Risk Management in Fashion Manufacturing and Distribution

Fashion enterprises face demand uncertainty due to seasonality, short product life cycles, and dense color–size variation: excessive ordering enlarges aged-inventory risk, whereas insufficient ordering causes stockouts. This study develops and validates a manager-assisted hybrid decision support system (DSS) integratin...

Jea-Kwon Lee, Md Ariful Islam Mozumder, Daeyoung Kim et al. · Applied Sciences · 0 citations

Conference Jul 2026

Adversarial Evaluation of Multi-Organ Lassification in Computational Pathology with CNNS and Foundation Models

In this research, we aim to evaluate the robustness of convolutional neural networks (CNNs) and foundation models, such as ConCH and UNI, in classifying different types of organs from whole-slide images (WSIs) collected from various countries, different scanners, and clinical environments. Despite the dataset's inheren...

Khan Ziaullah, Md Ariful Islam Mozumder, Hee-Cheol Kim · 2026 6th International Confe... · 0 citations