Muhammad Kabir Abdullahi

Abstract This paper presents a two-term hybrid conjugate gradient (CG) method with a restart strategy for solving large-scale nonlinear equations, particularly those arising in signal processing and image recovery. The proposed method generalizes four existing algorithms, thereby yielding a novel hybrid CG parameter that combines their desirable properties while ensuring sufficient descent and boundedness of the search direction.

Abstract This study presents a systematic evaluation of deep learning models for the classification of nasopharyngeal carcinoma (NPC) using whole slide images (WSIs) obtained from Sarawak General Hospital (SGH) and Hospital Kuala Lumpur (HKL). NPC, a malignancy with high prevalence in Southeast Asia, presents diagnostic challenges due to the histological similarities between normal and pathological tissues.