Graph synopses sketches and streams: a survey
Webtogether the sketches of the partial streams, we get the sketch of the entire stream. More generally, sketches can be applied in any situation where the data is partitioned … WebAug 1, 2012 · Download Citation Graph synopses, sketches, and streams: A survey Massive graphs arise in any application where there is data about both basic entities …
Graph synopses sketches and streams: a survey
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WebApr 6, 2024 · Request PDF LSketch: A Label-Enabled Graph Stream Sketch Toward Time-Sensitive Queries Graph streams represent data interactions in real applications. The mining of graph streams plays an ... WebDOI: 10.1109/ICDE.2024.00103 Corpus ID: 52158749; Fast and Accurate Graph Stream Summarization @article{Gou2024FastAA, title={Fast and Accurate Graph Stream Summarization}, author={Xiangyang Gou and Lei Zou and Chenxingyu Zhao and Tong Yang}, journal={2024 IEEE 35th International Conference on Data Engineering (ICDE)}, …
WebNov 30, 2011 · However, the sheer size and dynamic nature of graph streams present an enormous challenge to existing graph management techniques. In this paper, we … WebAug 1, 2012 · The goal of this tutorial is to survey recent work on how to construct and leverage small-space synopses in graph processing and highlight interesting directions …
WebGraph streams, which refer to the graph with edges being updated sequentially in a form of a stream, have wide applications such as cyber security, social networks and transportation networks. This paper studies the problem of summarizing graph streams. Specifically, given a graph stream G, directed or undirected, the objective is to summarize G as SG … WebAug 1, 2024 · In view of these limitations, we design DMatrix, a novel 3-dimensional graph sketch to facilitate fast and accurate queries in graph stream. Both structural query and …
WebNov 30, 2011 · However, the sheer size and dynamic nature of graph streams present an enormous challenge to existing graph management techniques. In this paper, we propose a new graph sketch method, gSketch, which combines well studied synopses for traditional data streams with a sketch partitioning technique, to estimate and optimize the …
WebPersonalized PageRank (PPR) is a well-known proximity measure in graphs. To meet the need for dynamic PPR maintenance, recent works have proposed a local update scheme to support incremental computation. Nevertheless, sequential execution of the scheme is still too slow for highspeed stream processing. greenery events decorationsWebOct 8, 2015 · In this paper, we propose a new graph sketch method, gSketch, which combines well studied synopses for traditional data streams with a sketch partitioning … flug wien triest nonstopWebsurvey on mining and querying graph streams can be found as well [24]. Surprisingly, none of the previous work has fo-cused on the query estimation issue on large graph … greenery eagan mnWebDec 29, 2024 · This work presents the first survey and taxonomy of graph database systems, identifying and analyzing fundamental categories of these systems, and outlines graph database queries and relationships with associated domains (NoSQL stores, graph streaming, and dynamic graph algorithms). ... Graph Synopses, Sketches, and … greenery fargoWebEvolutionary network analysis: A survey. CSUR 47, 1 (2014), 10. Charu C Aggarwal, Yao Li, Philip S Yu, and Ruoming Jin. 2010. On dense pattern mining in graph streams. ... flug wien sharm el sheikhWebtreating elements (edges) in a graph stream independently as those prior art, the key idea of gLava is to compress a graph stream based on a finer grained item, the node in a stream element. Example 3: Again, consider the graph stream in Fig. 1. Our proposed sketch is shown in Fig. 3. For each edge (x,y;t), gLava uses a hash function to map ... greenery decor for houseWebJun 14, 2016 · We present TCM, a novel generalized graph stream summary. Given an incoming edge, it summarizes both node and edge information in constant time. … greenery eucalyptus