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US 7,844,595 B2Granted
Document similarity scoring and ranking method, device and computer program product
AssigneeTelenor ASA
InventorsGeoffrey Canright, Kenth Engo-Monsen
Life of this patent
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Abstract
A device, computer program product and a method for computing the similarity of a set of documents that avoids the large, wasted computational effort involved in calculating very small similarity scores by using thresholds to stop a similarity calculation between documents, thus ensuring that, with high probability, all document pairs with higher similarity than the thresholds have been found.
Claims16
A computer-based method of electronic document searching, navigating or retrieving documents in a set of electronic documents, comprising:
- analyzing the set of documents based on at least a portion of a similarity graph and at least a portion of a hyperlink graph constructed from hyperlinks between the set of documents, wherein:
- said step of analyzing the set of documents using said at least a portion of the similarity graph and at least a portion of a hyperlink graph includes one of:
- combining the at least a portion of the similarity graph and the at least a portion of the hyperlink graph into a single, hybrid graph by adding at least a portion of a hyperlink matrix to the at least a portion of a similarity matrix, and determining a score for the documents in the set of documents from an eigenvector of a matrix of the hybrid graph, the hybrid graph comprising one of:
- the whole similarity graph and a subgraph of the hyperlink graph, and
- a subgraph of the similarity graph and the whole hyperlink graph;
- and
- obtaining two eigenvectors of scores, one from each of the at least a portion of the similarity graph and the at least a portion of the hyperlink graph, and determining a net score for each document in the set of documents from a weighted combination of said two eigenvectors of scores,
- said method of searching, navigating or retrieving further comprising:
- ranking at least one of the set of documents against another of the set documents with corresponding document scores;
- and
- at least one of electronically searching said set of electronic documents, navigating said set of electronic documents, and retrieving from said set of electronic documents based on said ranking.
8 more elements
Dependencies are inferred from the claim text.