| 摘要 |
Systems, methods, and computer-coded software instructions are provided for automated data analysis using graph topology techniques in a connections-mapping process to automatically identify interrelationships between various data fields in a system or body of data followed by statistical pattern analysis and machine learning techniques applied on the graphs (e.g., hidden networks) identified to improve analyses (e.g., automated analysis of medical bills and health insurance documents). Automated conversion of paper-based medical and insurance billing records to electronic data is provided, along with automatic correlation of medical services data to insurance plan policies and tax regulations for health benefits to detect errors or fraud, and to project health insurance plans for various subscribers.
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