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Semantic and topological research consulting.

Published research on semantics and topology across complex domains.

About SemanticGaps and our approach.

Complete list of all pages on SemanticGaps.

Markets generate dense networks of information. Topology reveals how this information organizes, clusters, and flows.

Not all clustering algorithms handle semantic embeddings equally. Density-based methods consistently outperform centroid methods for text data.

Financial markets generate complex, high-dimensional data. Topological data analysis reveals structural patterns invisible to traditional statistics.