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Graph summarization with bounded error. Full Text: PDF Get this Article: Authors:. (along with corrections) to compress graphs with bounded error.

Estimate the AR model and calculate the error terms (residuals). or economic relationship that prevents them from diverging without bound in the long run. Summary. Most financial data are sampled over time and, accordingly, can be.

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SMAG* A memory-bounded graph search. SMAG* A memory-bounded graph search – PowerPoint PPT Presentation. Graph Summarization with Bounded Error -Nisheeth.

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yhttp://www.cs.umd.edu/~saket/pubs/sigmod2008.ppt. needs the same memory to store the graph itself |Our MDL. reconstructs ggpraph with bounded error.

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Lecture Notes – Aug 3, 2010. Sequences/ time series. Trees. ○What are complex data? Graphs. Mining and. How do you handle noise and error ? Test1. Gene1. Summarize the results. ○. The upper bound of Carl's score on physics is 89. Ann. 98.

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Statistical Consistency. error. Data.. Analyze. separately. Summary Method. Vertex-coloring graph with balanced color classes is NP-hard; we used heuristic. Attempted proof that WSB pipelines are statistically inconsistent for bounded.

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Supporting Keyword Search on DB – Summary of Advantages. Data Models: Trees, Graphs, Nested Graphs, Distributed Data; Problem. Visit the next r from di's list (round-robin); Find r's missing di values, if any; Maintain score lower bound, an optimal segmentation that maximizes a segmentation score (error- aware).

We propose a highly compact two-part representation of a given graph G consisting of a graph summary and a set of corrections. The graph summary is an aggregate graph.

PDF Graph Summarization with Bounded Error – Graph Summarization with Bounded Error Saket Navlakha ∗ Dept. of Computer Science University of Maryland College Park, MD, USA-20742 [email protected]

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In probability theory, the Chernoff bound, named after Herman Chernoff but due to Herman. 1 The generic bound; 2 Example; 3 Additive form (absolute error). Concentration inequality – a summary of tail-bounds on random variables. Jump up ^ See graphs of: the bound as a function of r when k changes and the.

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