Data-Centric Versus Algorithm-Centric Machine Learning Approaches: A Systematic Review of Comparative Effectiveness and Evaluation Frameworks
Awodele Oludele, Noze-Otote Aisosa, Agu Ekeoma Emmanuel, Sunday Bridget Nneamaka, Afelumo Ifeoluwa, Peter Iyogun, Arowojobe Yemi Adisa, Ogunwumi Oluyemi Samuel, Benard Adepoju Victor, Oyinloye Adebayo, Adewoye Adekunle Samuel, Abigail Ogunlolu, Ajaegbu Ikechukwu Udo, Ogunlolu Gabriel & Sowemimo Oluwakemi · Asian Journal of Research in Computer Science · 2026
Machine learning research has traditionally emphasised algorithmic innovation as the main driver of performance improvement, with advances in model architecture, optimisation, and hyperparameter tuning shaping progress in computer vision, natural language processing, healthcare,...