https://terms-en.ai-term-hub.com/en/tags/monte-carlo/Recent content in Monte Carlo on English AI Terms DictionaryHugoen-usSat, 18 Jul 2026 11:44:44 +0000https://terms-en.ai-term-hub.com/en/terms/cross_entropy_method/Sat, 18 Jul 2026 09:52:18 +0000https://terms-en.ai-term-hub.com/en/terms/cross_entropy_method/<h2 id="definition">Definition</h2> <p>The Cross-Entropy Method (CEM) is a powerful general-purpose optimization algorithm used for both discrete and continuous problems. It works by maintaining a probability distribution over the search space, sampling candidate solutions, and updating the distribution based on the top-performing samples. This iterative process narrows down the search space towards optimal solutions, making it particularly effective for complex, non-differentiable, or high-dimensional optimization tasks where gradient-based methods fail.</p> <h3 id="summary">Summary</h3> <p>A randomized optimization technique that uses Monte Carlo simulation to iteratively improve estimates of rare-event probabilities.</p>