Cross-Platform Marketing Channel Attribution Model

Create a comprehensive Python-based marketing attribution model that tracks customer journeys across multiple digital channels. Develop a probabilistic model using Markov chain analysis and machine learning techniques to assign credit to different marketing touchpoints. Implement advanced feature engineering to capture interaction effects, time decay, and cross-channel influence. Generate a flexible framework that can be adapted to different business models and marketing ecosystems.