Health Discovery Corp. is a pattern recognition company, which engages in mathematical techniques to analyze data to uncover patterns primarily in the field of molecular diagnostics in the United States. It includes Support Vector Machines (SVM), which are mathematical algorithms that allow computers to sift through datasets to identify patterns, recursive feature elimination SVM that identifies and rank orders the data points that contribute the desired results, FGM, which enhances the mapping of genetic pathways involved in the diagnosis and prevention of certain diseases, and biomarkers, which are biological indicators or genetic expression signatures of certain disease states. The company was founded by Stephen D. Barnhill in 2001 and is headquartered in Atlanta, GA.