Coordinate Descent

Coordinate descent is a powerful optimization algorithm widely employed in various fields such as machine learning, statistics, and optimization. It offers an efficient approach to solve optimization problems, particularly in high-dimensional spaces where traditional methods may struggle. This comprehensive review aims to delve into the intricacies of coordinate descent, exploring its theoretical underpinnings, algorithmic variants, applications, strengths, and limitations.