International Journal of Pattern Recognition and Artificial Intelligence · 2007 · 34 citations · 18 references
ComputingComputer ScienceData MiningData StructuresInformation RetrievalDocument ClusteringDocument RepresentationText ClusteringText MiningText Similarity AnalysisCluster SimilarityClustering Of Web DocumentsDocument Similarity MeasuresDocument Similarity MetricsSemantic ClusteringSemantic Document ClusteringStructured RepresentationsXml Encoding
Since the emergence in the popularity of XML for data representation and exchange over the Web, the distribution of XML documents has rapidly increased. It has become a challenge for researchers to turn these documents into a more useful information utility. In this paper, we introduce a novel clustering algorithm PCXSS that keeps the heterogeneous XML documents into various groups according to their similar structural and semantic representations. We develop a global criterion function CPSim that progressively measures the similarity between a XML document and existing clusters, ignoring the need to compute the similarity between two individual documents. The experimental analysis shows the method to be fast and accurate.
18
Generic Schema Matching with Cupid
Jayant Madhavan, Philip A. Bernstein, Erhard Rahm · 2001 · 1.3K citations · Full text
Reconciling schemas of disparate data sources
AnHai Doan, Pedro Domingos, Alon Halevy · 2001 · 733 citations
Using Schema Matching to Simplify Heterogeneous Data Translation
Tova Milo, Sagit Zohar · 1998 · 394 citations