“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”. International Journal of Computer Science and Engineering, vol. 1, no. 04, May 2026, pp. 59-66, https://iakgvllc.org/index.php/IJCES/article/view/45.