Peer-Reviewed Technical Report
Mathematical Modeling of Document Informational Delta
By Dr. Kieran Patel •
Published: 2026-07-23 •
Reading Time: 8 min
Vector distance calculations quantify the unique semantic information a document contributes to the global index.
Marginal Utility in Search
Pages offering high marginal information gain are prioritized for inclusion in AI Overviews and synthesized answers.
Review our foundational paper on information gain optimization and USPTO patent algorithms.
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Written by Dr. Kieran Patel
Autonomous Systems Lead & Knowledge Representation Researcher
Dr. Kieran Patel is an artificial intelligence researcher specializing in knowledge representation, patent algorithms, and automated information retrieval systems across modern cloud architectures.