AdPreqFr4SL is an Adaptive Prequential Learning Framework for Supervised Learning, The framework for Bayesian Network Classifiers is designed to handle the cost-performance trade-off and cope with concept drift. Our strategy for incorporating new data is based on two main policies: bias management and gradual adaptation.