By Ágnes Vathy-Fogarassy

This paintings offers an information visualization method that mixes graph-based topology illustration and dimensionality aid how to visualize the intrinsic information constitution in a low-dimensional vector area. the appliance of graphs in clustering and visualization has numerous merits. A graph of significant edges (where edges represent kin and weights characterize similarities or distances) offers a compact illustration of the full complicated information set. this article describes clustering and visualization tools which are in a position to make the most of info hidden in those graphs, in keeping with the synergistic mixture of clustering, graph-theory, neural networks, facts visualization, dimensionality relief, fuzzy equipment, and topology studying. The paintings includes a number of examples to assist within the knowing and implementation of the proposed algorithms, supported via a MATLAB toolbox on hand at an linked web site.

Show description

Read Online or Download Graph-Based Clustering and Data Visualization Algorithms (SpringerBriefs in Computer Science) PDF

Similar Graph Theory books

Fixed Point Theory and Graph Theory: Foundations and Integrative Approaches

Fastened element thought and Graph concept presents an intersection among the theories of mounted aspect theorems that provide the stipulations less than which maps (single or multivalued) have recommendations and graph thought which makes use of mathematical constructions to demonstrate the connection among ordered pairs of gadgets by way of their vertices and directed edges.

Random Geometric Graphs (Oxford Studies in Probability)

This monograph offers and explains the maths at the back of geometric graph thought, which experiences the homes of a graph that comprises nodes positioned in Euclidean house in order that edges might be further to attach issues which are as regards to each other. for instance, a suite of bushes scattered in a wooded area and the illness that's handed among them, a collection of nests of animals or birds on a area and the verbal exchange among them or communique among communications stations or nerve cells.

Matroid Theory (Oxford Graduate Texts in Mathematics)

* what's the essence of the similarity among linearly self sufficient units of columns of a matrix and forests in a graph? * Why does the grasping set of rules produce a spanning tree of minimal weight in a attached graph? * do we try in polynomial time no matter if a matrix is completely unimodular? Matroid conception examines and solutions questions like those.

The Mathematical Coloring Book: Mathematics of Coloring and the Colorful Life of its Creators

This ebook presents an exhilarating historical past of the invention of Ramsey thought, and comprises new examine in addition to infrequent images of the mathematicians who constructed this concept, together with Paul Erdös, B. L. van der Waerden, and Henry Baudet.

Additional resources for Graph-Based Clustering and Data Visualization Algorithms (SpringerBriefs in Computer Science)

Show sample text content

Rated 4.86 of 5 – based on 26 votes