640 citations · 3.8k across the 44 of their papers we have counts for
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Numerical Optimization for Symmetric Tensor Decomposition
Tamara G. Kolda
We consider the problem of decomposing a real-valued symmetric tensor as the sum of outer products of real-valued vectors. Algebraic methods exist for computing complex-valued deco…
Using Triangles to Improve Community Detection in Directed Networks
Christine Klymko, David Gleich, Tamara G. Kolda
In a graph, a community may be loosely defined as a group of nodes that are more closely connected to one another than to the rest of the graph. While there are a variety of metric…
Accelerating Community Detection by Using K-core Subgraphs
Chengbin Peng, Tamara G. Kolda, Ali Pinar
Community detection is expensive, and the cost generally depends at least linearly on the number of vertices in the graph. We propose working with a reduced graph that has many few…
An Adaptive Shifted Power Method for Computing Generalized Tensor Eigenpairs
Tamara G. Kolda, Jackson R. Mayo
Several tensor eigenpair definitions have been put forth in the past decade, but these can all be unified under generalized tensor eigenpair framework, introduced by Chang, Pearson…