The concept of state and its applications vary widely across big data processing systems.
This is evident in both the research literature and existing systems, such as Apache Flink …

The assessment of node-to-node similarities based on graph topology arises in a myriad of
applications, eg, web search. SimRank is a notable measure of this type, with the intuition …

SimRank is a similarity measure for graph nodes that has numerous applications in practice.
Scalable SimRank computation has been the subject of extensive research for more than a …

SimRank is a classic measure of the similarities of nodes in a graph. Given a node u in
graph G=(V,E), a\em single-source SimRank query returns the SimRank similarities s(u,v) …

SimRank is an important measure of vertex-pair similarity according to the structure of
graphs. The similarity search based on SimRank is an important operation for identifying …

Single-source and top-$ k $ SimRank queries are two important types of similarity search in
graphs with numerous applications in web mining, social network analysis, spam detection …

Similarity among entities in graphs plays a key role in data analysis and mining. SimRank is
a widely used and popular measurement to evaluate the similarity among the vertices. In …

SimRank is a popular link-based similarity measurement among nodes in a graph. To
compute the all-pairs SimRank matrix accurately, iterative methods are usually used. For …

SimRank is a popular measurement for evaluating the node-to-node similarities based on
the graph topology. In recent years, single-source and top-k SimRank queries have received …

Given a graph G and a node u in G, a single source SimRank query evaluates the similarity
between u and every node v in G. Existing approaches to single source SimRank …