Shahwan Younis Ali

Adaptive Search Algorithms: A Comprehensive Overview and Emerging Optimization Trends

Shahwan Younis Ali & Ibrahim Mahmood · Asian Journal of Research in Computer Science · 2025

Adaptive search algorithms have emerged as pivotal tools for addressing complex, high-dimensional, and nonlinear challenges across various domains. This paper provides a detailed review of adaptive search techniques, including evolutionary algorithms, swarm intelligence methods,...

Open access Research Article 10.9734/ajrcos/2025/v18i3575

Dropout: An Effective Approach to Prevent Neural Networks from Overfitting

Shahwan Younis Ali & Hajar Maseeh · Asian Journal of Research in Computer Science · 2025

Overfitting remains a significant challenge in training neural networks, often leading to poor generalization on unseen data. Dropout has emerged as a powerful regularization technique to mitigate overfitting by randomly deactivating neurons during training, thereby preventing co...

Open access Research Article 10.9734/ajrcos/2025/v18i2569