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Juni Ismail

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2026

Comparative Analysis of EfficientNet-B0 and MobileNetV3-large Architectures for Imbalanced Multiclass Skin Lesion Classification

— Automated skin lesion classification systems face significant challenges in handling severe class imbalance characteristic of clinical dermatological datasets. This study presents a comprehensive comparative analysis of two state-of-the-art convolutional neural network architectures — EfficientNet-B0 and MobileNetV3-...

A. M. Pardede, Juni Ismail · 0 citations
Open access Aug 2026

WEIGHTED LOSS STRATEGY FOR BERT-BASED TWITTER SENTIMENT ANALYSIS WITHOUT SYNTHETIC OVERSAMPLING

Empirical evidence is provided that, within the present experimental configuration, a properly optimized weighted loss strategy offers a viable and computationally efficient alternative to synthetic oversampling for BERT-based Twitter sentiment classification.

T. Siallagan, R. Winanjaya, Juni Ismail · 0 citations

Explainable Phishing Website Detection Using Comparative Machine Learning and SHAP

An integrated comparative evaluation that combines six-algorithm benchmarking, leakage-free hyperparameter optimization, and SHAP-based interpretation on a public phishing dataset, offering practical guidance for security analysts is offered.

Juni Ismail, Raja Anan Nasution, Muhammad Nasri Gea · 0 citations

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