Titlebook: Web-Age Information Management; 14th International C Jianyong Wang,Hui Xiong,Junfeng Zhou Conference proceedings 2013 Springer-Verlag Berli

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Frequent Subgraph Summarization with Error Controlhe bottleneck for exploring and understanding the generated patterns. In this paper, we propose to summarize frequent subgraphs with an independence probabilistic model, with the goal to restore the frequent subgraphs and their frequencies accurately from a compact summarization model. To achieve a

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Mining Frequent Itemsets from Sparse Data Streams in Limited Memory Environmentsreams are in demand. Many existing stream mining algorithms capture important streaming data and assume that the captured data can fit into main memory. However, problem arose when the available memory so limited that such an assumption does not hold. In this paper, we present a data structure calle

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