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» Mining Billion-Node Graphs: Patterns, Generators and Tools
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KDD
2008
ACM
142views Data Mining» more  KDD 2008»
14 years 11 months ago
Weighted graphs and disconnected components: patterns and a generator
The vast majority of earlier work has focused on graphs which are both connected (typically by ignoring all but the giant connected component), and unweighted. Here we study numer...
Mary McGlohon, Leman Akoglu, Christos Faloutsos
ICDM
2010
IEEE
158views Data Mining» more  ICDM 2010»
13 years 8 months ago
Patterns on the Connected Components of Terabyte-Scale Graphs
How do connected components evolve? What are the regularities that govern the dynamic growth process and the static snapshot of the connected components? In this work, we study pat...
U. Kang, Mary McGlohon, Leman Akoglu, Christos Fal...
ICDM
2006
IEEE
166views Data Mining» more  ICDM 2006»
14 years 4 months ago
Mining Generalized Graph Patterns Based on User Examples
There has been a lot of recent interest in mining patterns from graphs. Often, the exact structure of the patterns of interest is not known. This happens, for example, when molecu...
Pavel Dmitriev, Carl Lagoze
WCRE
2006
IEEE
14 years 4 months ago
Mining Control Flow Graphs for Crosscutting Concerns
Aspect mining tries to identify crosscutting concerns in existing systems and thus supports the adaption to an aspect-oriented design. This paper describes an automatic static asp...
Jens Krinke
KDD
2005
ACM
92views Data Mining» more  KDD 2005»
14 years 11 months ago
Summarizing itemset patterns: a profile-based approach
Frequent-pattern mining has been studied extensively on scalable methods for mining various kinds of patterns including itemsets, sequences, and graphs. However, the bottleneck of...
Xifeng Yan, Hong Cheng, Jiawei Han, Dong Xin