Provides a correction tool for the association analysis on the biased data. ACID integrates a sampling technique to the probabilistic generative model, with adapting to the genomic structures. This method assists in the significance of suspicious loci. Its applicable field is not restricted to conventional situations that association is caused by a single common marker. It also has the potential ability to be extended to other complex situations such as gene-based associations or rare variant associations.