Graph Algorithms in the Language of Linear Algebra is popular PDF and ePub book, written by Jeremy Kepner in 2011-01-01, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Graph Algorithms in the Language of Linear Algebra can be Read Online from any device for your convenience.
Graph Algorithms in the Language of Linear Algebra Book PDF Summary
The current exponential growth in graph data has forced a shift to parallel computing for executing graph algorithms. Implementing parallel graph algorithms and achieving good parallel performance have proven difficult. This book addresses these challenges by exploiting the well-known duality between a canonical representation of graphs as abstract collections of vertices and edges and a sparse adjacency matrix representation. This linear algebraic approach is widely accessible to scientists and engineers who may not be formally trained in computer science. The authors show how to leverage existing parallel matrix computation techniques and the large amount of software infrastructure that exists for these computations to implement efficient and scalable parallel graph algorithms. The benefits of this approach are reduced algorithmic complexity, ease of implementation, and improved performance.
Detail Book of Graph Algorithms in the Language of Linear Algebra PDF
- Author : Jeremy Kepner
- Release : 01 January 2011
- Publisher : SIAM
- ISBN : 0898719917
- Genre : Mathematics
- Total Page : 388 pages
- Language : English
- PDF File Size : 17,5 Mb
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