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US5999927A Expired / Lapsed US ⏱️ 0.0 years remaining

Method and apparatus for information access employing overlapping clusters

Assignee: GENAVILLE LLC
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Filing: 1998-04-24
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Granted: 1999-12-07
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Expires: 2018-04-24
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Abstract

Abstract The present invention is a method and apparatus for document clustering-based browsing of a corpus of documents, and more particularly to the use of overlapping clusters to improve recall. The present invention is directed to improving the performance of information access methods and apparatus through the use of non-disjoint (overlapped) clustering operations. The present invention is further described in terms of two possible methods for expanding document clusters so as to achieve the overlap, and a method for increasing precision through the use of the overlapped clusters.

Inventors

  • 👤 John W. Tukey
  • 👤 Jan O. Pedersen

Bibliographic Details

Application Number —
Jurisdiction US
Data Source google_patents
Last Synchronized 2026-10-30 08:24
CPC Classifications
G; G06; G06F; G06F16/00; G06F16/30; G06F16/35; G06F16/353; G06F16/355; Y; Y10; Y10S; Y10S707/00; Y10S707/99931; Y10S707/99932; Y10S707/99933; Y10S707/99935; Y10S707/99936

Claims Analysis

Total Claims: 20
Claim 1
Independent Claim 73 words
A method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: preparing, in response to a query, an initial structuring of the unclustered corpus into a plurality of primary overlapping clusters, wherein at least two of the plurality of primary overlapping clusters contain a document in common; and determining a summary of the plurality of primary overlapping clusters prepared by said initial structuring of the corpus.
Claim 2
Independent Claim 73 words
A method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: preparing, in response to a query, an initial structuring of the unclustered corpus into a plurality of primary overlapping clusters, wherein at least two of the plurality of primary overlapping clusters contain a document in common; and determining a summary of the plurality of primary overlapping clusters prepared by said initial structuring of the corpus.
Claim 3
Dependent Claim 46 words
The method of claim 1, further including the step of defining an inner cluster associated with at least one of the plurality of primary overlapping clusters, said inner cluster consisting of documents found only in the at least one of the plurality of primary overlapping clusters.
Claim 4
Dependent Claim 54 words
The method of claim 2, further including the step of defining an intermediate cluster, associated with at least one of the plurality of primary overlapping clusters, said intermediate cluster corresponding to a primary overlapping cluster and consisting of all documents, in the primary overlapping cluster, for which a corresponding attractor is the closest attractor.
Claim 5
Dependent Claim 71 words
The method of claim 1, further comprising the steps of: displaying the summary of the plurality of overlapping clusters; allowing a user to select one of said primary overlapping clusters from the displayed summary; and in response to a user selection, preparing a further structuring of a corpus defined by the documents associated with the selected one of said primary overlapping clusters, said further structuring including a plurality of secondary clusters.
Claim 6
Dependent Claim 72 words
The method of claim 4, further comprising the step of iteratively repeating the steps of: displaying the summary of the plurality of clusters; allowing user selection of one of said plurality of clusters from the displayed summary; and preparing a further structuring of a corpus defined by the documents associated with the selected one of said clusters in response to the user selection, said further structuring including a new plurality of clusters.
Claim 7
Dependent Claim 52 words
The method of claim 4, further comprising the steps of: determining a summary for each of the plurality of secondary clusters prepared by said further structuring of the corpus defined by the documents associated with the selected one of said primary overlapping clusters; displaying the summaries for the plurality of secondary clusters.
Claim 8
Dependent Claim 37 words
The method of claim 4, further comprising the step of displaying, in response to the user selection of one of said secondary clusters, a list of the documents contained within the selected one of said secondary clusters.
Claim 9
Dependent Claim 137 words
A document browsing system for use with a corpus of unclustered documents stored in a computer system, the document browsing system comprising: program memory for storing executable program code therein; a processor, operating in response to the executable program stored in said program memory, for automatically preparing, in response to a query, an initial structuring of the corpus of unclustered documents into a plurality of document clusters, wherein at least two of the plurality of document clusters overlap and contain at least one common document therebetween; data memory for storing data identifying the documents associated with each of the plurality of document clusters; memory access means for accessing the data memory and said processor summarizing the plurality of document clusters and generating summary data for said document clusters; and a user interface for displaying the summary data.
Claim 10
Dependent Claim 137 words
A document browsing system for use with a corpus of unclustered documents stored in a computer system, the document browsing system comprising: program memory for storing executable program code therein; a processor, operating in response to the executable program stored in said program memory, for automatically preparing, in response to a query, an initial structuring of the corpus of unclustered documents into a plurality of document clusters, wherein at least two of the plurality of document clusters overlap and contain at least one common document therebetween; data memory for storing data identifying the documents associated with each of the plurality of document clusters; memory access means for accessing the data memory and said processor summarizing the plurality of document clusters and generating summary data for said document clusters; and a user interface for displaying the summary data.
Claim 11
Dependent Claim 55 words
The document browsing system of claim 8, wherein said user interface is responsive to a user selection of one of said document clusters having data displayed thereon, and wherein said processor further provides a second structuring of a subset of the corpus corresponding to the documents associated with the selected one of said document clusters.
Claim 12
Dependent Claim 99 words
A document search and retrieval method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: identifying, in response to at least one user specified search term, a sub-corpus of unclustered documents containing the at least one user specified search term; preparing an initial structuring of the sub-corpus of unclustered documents into a plurality of primary overlapping clusters, wherein at least two of the plurality of primary overlapping clusters contain a document in common; and determining a summary of the plurality of primary overlapping clusters prepared by said initial structuring of the sub-corpus.
Claim 13
Dependent Claim 99 words
A document search and retrieval method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: identifying, in response to at least one user specified search term, a sub-corpus of unclustered documents containing the at least one user specified search term; preparing an initial structuring of the sub-corpus of unclustered documents into a plurality of primary overlapping clusters, wherein at least two of the plurality of primary overlapping clusters contain a document in common; and determining a summary of the plurality of primary overlapping clusters prepared by said initial structuring of the sub-corpus.
Claim 14
Dependent Claim 44 words
The method of claim 10, further including the step of defining an inner cluster associated with at least one of the plurality of primary overlapping clusters, said inner cluster consisting of documents found only in the one of the plurality of primary overlapping clusters.
Claim 15
Dependent Claim 54 words
The method of claim 10, further including the step of defining an intermediate cluster, associated with at least one of the plurality of primary overlapping clusters, said intermediate cluster corresponding to a primary overlapping cluster and consisting of all documents, in the primary overlapping cluster, for which a corresponding attractor is the closest attractor.
Claim 16
Dependent Claim 72 words
The method of claim 10, further comprising the steps of: displaying the summary of the plurality of primary overlapping clusters; allowing a user to select one of said primary overlapping clusters from the displayed summary; and in response to a selection, preparing a further structuring of a sub-corpus defined by the documents associated with the selected one of said primary overlapping clusters, said further structuring including a plurality of secondary overlapping clusters.
Claim 17
Dependent Claim 52 words
The method of claim 13, further comprising the steps of: determining a summary of the plurality of secondary overlapping clusters prepared by said further structuring of the corpus defined by the documents associated with the selected one of said primary overlapping clusters; displaying the summary of the plurality of secondary overlapping clusters.
Claim 18
Dependent Claim 37 words
The method of claim 13, further comprising the step of displaying, in response to a user selection of a secondary overlapping cluster, a list of the documents contained within the selected one of said secondary overlapping clusters.
Claim 19
Independent Claim 99 words
A method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: subdividing the unclustered corpus of documents into a hierarchical structure containing a plurality of levels of clusters, wherein at least two of the clusters on a particular level are overlapping clusters containing at least a document in common; selecting, from the hierarchical structure, a plurality of clusters to form a subcorpus, wherein the subcorpus contains fewer document than the corpus; and identifying, in response to a search query, those documents in the subcorpus providing a positive response to the search query.
Claim 20
Independent Claim 99 words
A method, operating in a digital computer, for searching a corpus of unclustered documents, comprising the steps of: subdividing the unclustered corpus of documents into a hierarchical structure containing a plurality of levels of clusters, wherein at least two of the clusters on a particular level are overlapping clusters containing at least a document in common; selecting, from the hierarchical structure, a plurality of clusters to form a subcorpus, wherein the subcorpus contains fewer document than the corpus; and identifying, in response to a search query, those documents in the subcorpus providing a positive response to the search query.

References Cited (Backward Citations)

US5317507A Cited
US5442778A Cited
US5619709A Cited
US5706497A Cited

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