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20102026
most citedScalable Tensor Factorizations for Incomplete Data

640 citations · 3.8k across the 44 of their papers we have counts for

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Showing 2013Show all

7 papers · 1 filter

cs.SI2013★ 75 cited

Wedge Sampling for Computing Clustering Coefficients and Triangle Counts on Large Graphs

C. Seshadhri, Ali Pinar, Tamara G. Kolda

Graphs are used to model interactions in a variety of contexts, and there is a growing need to quickly assess the structure of such graphs. Some of the most useful graph metrics ar…

cs.SI2013★ 3 cited

Dynamics of Trust Reciprocation in Heterogenous MMOG Networks

Ayush Singhal, Karthik Subbian, Jaideep Srivastava +2

Understanding the dynamics of reciprocation is of great interest in sociology and computational social science. The recent growth of Massively Multi-player Online Games (MMOGs) has…

math.NA2013★ 43 cited

Newton-Based Optimization for Kullback-Leibler Nonnegative Tensor Factorizations

Samantha Hansen, Todd Plantenga, Tamara G. Kolda

Tensor factorizations with nonnegative constraints have found application in analyzing data from cyber traffic, social networks, and other areas. We consider application data best…

cs.SI2013★ 160 cited

A Scalable Generative Graph Model with Community Structure

Tamara G. Kolda, Ali Pinar, Todd Plantenga +1

Network data is ubiquitous and growing, yet we lack realistic generative network models that can be calibrated to match real-world data. The recently proposed Block Two-Level Erdss…

cs.SI2013★ 14 cited

Directed closure measures for networks with reciprocity

C. Seshadhri, Ali Pinar, Nurcan Durak +1

The study of triangles in graphs is a standard tool in network analysis, leading to measures such as the \emph{transitivity}, i.e., the fraction of paths of length that partici…

math.NA2013★ 35 cited

Exploiting Symmetry in Tensors for High Performance: Multiplication with Symmetric Tensors

Martin D. Schatz, Tze Meng Low, Robert A. van de Geijn +1

Symmetric tensor operations arise in a wide variety of computations. However, the benefits of exploiting symmetry in order to reduce storage and computation is in conflict with a d…

cs.SI2013★ 104 cited

Counting Triangles in Massive Graphs with MapReduce

Tamara G. Kolda, Ali Pinar, Todd Plantenga +2

Graphs and networks are used to model interactions in a variety of contexts. There is a growing need to quickly assess the characteristics of a graph in order to understand its und…