Optimizing Multi-Channel AI Advertising Budget Allocation and ROI Prediction in Cross-Border E-Commerce: A Machine Learning Approach for North American and Southeast Asian Markets. IJCSE. 2026;1(04):59-66. doi:10.63944/b3m3hr67