Description: Niche optimization is an optimization strategy that focuses on finding solutions in specific subspaces of the solution space. This approach allows researchers and professionals to identify smaller, more manageable areas within a broader problem, where solutions can be more effective and efficient. By concentrating on niches, more precise optimization techniques tailored to the particular characteristics of those subspaces can be applied, often resulting in better overall model performance. Niche optimization is especially relevant in contexts where the solution space is vast and complex, which can hinder the search for optimal solutions. This approach not only improves the effectiveness of optimization algorithms but can also reduce the computation time and resources needed to find solutions. In summary, niche optimization is a powerful tool that enables professionals to tackle complex problems in a more structured and effective manner, facilitating the identification of solutions that might be overlooked in a more generalized analysis.