A computational graph is a directed graph where the nodes correspond to operations or variables. Variables can feed their value into operations, and operations can feed their output into other operations. This way, every node in the graph defines a function of the variables.
People also ask
What is graph theory in computing?
Graph Theory and Computing focuses on the processes, methodologies, problems, and approaches involved in graph theory and computer science. The book first elaborates on alternating chain methods, average height of planted plane trees, and numbering of a graph.
What are computational graphs?
A computational graph is defined as a directed graph where the nodes correspond to mathematical operations. Computational graphs are a way of expressing and evaluating a mathematical expression. For example, here is a simple mathematical equation − p=x+y.
Why does TensorFlow use computational graphs?
TensorFlow uses graphs as the format for saved models when it exports them from Python. Graphs are also easily optimized, allowing the compiler to do transformations like: Statically infer the value of tensors by folding constant nodes in your computation ("constant folding").
What is the concept of algorithmic graph theory?
It deals with the design and analysis of algorithms to solve graph theory problems, such as maximum independent set and related problems (maximum clique, maximum matching), graph coloring, domination in graphs, routing problems (shortest path, Hamiltonian cycle, travelling salesman, and minimum weight k-connected ...
About this book. One ofthe most important aspects in research fields where mathematics is "applied is the construction of a formal model of a real system. As ...
Computational Graph Theory

Computational Graph Theory

Book
One ofthe most important aspects in research fields where mathematics is "applied is the construction of a formal model of a real system. As for structural relations, graphs have turned out to provide the most appropriate tool for setting up the... Google Books
Originally published: 1990
Jun 22, 2018 · A computational graph is a way to represent a math function in the language of graph theory. Recall the premise of graph theory: nodes are ...
Apr 25, 2024 · Computational graphs are a type of graph that can be used to represent mathematical expressions. This is similar to descriptive language in ...
$65.99
Computational Graph Theory (Computing Supplementa #7) (Paperback). By Rudolf Albrecht, Gottfried Tinhofer (Editor), Ernst Mayr (Editor). $65.99. At ...
Computational graphs are a way of expressing and evaluating a mathematical expression. ... We can draw a computational graph of the above equation as follows.
In mathematics, graph theory is the study of graphs, which are mathematical structures used to model pairwise relations between objects. A graph in this ...
Feb 3, 2015 · This thesis involves the application of computational techniques to various problems in graph theory and low dimensional topology.