Graph-Based Clustering and Data Visualization Algorithms by Ágnes Vathy-Fogarassy,János Abonyi

By Ágnes Vathy-Fogarassy,János Abonyi

This paintings offers an information visualization process that mixes graph-based topology illustration and dimensionality relief the right way to visualize the intrinsic info constitution in a low-dimensional vector house. the applying of graphs in clustering and visualization has a number of merits. A graph of significant edges (where edges signify kinfolk and weights symbolize similarities or distances) presents a compact illustration of the full complicated facts set. this article describes clustering and visualization equipment which are in a position to make the most of details hidden in those graphs, according to the synergistic blend of clustering, graph-theory, neural networks, info visualization, dimensionality aid, fuzzy tools, and topology studying. The paintings comprises quite a few examples to assist within the figuring out and implementation of the proposed algorithms, supported through a MATLAB toolbox to be had at an linked website.

Show description

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

Similar data mining books

Data Mining and Statistics for Decision Making (Wiley Series in Computational Statistics)

Info mining is the method of instantly looking out huge volumes of information for versions and styles utilizing computational recommendations from records, computing device studying and knowledge conception; it's the perfect device for such an extraction of information. info mining is generally linked to a enterprise or an organization's have to establish developments and profiles, permitting, for instance, outlets to find styles on which to base advertising and marketing goals.

Measuring the Digital World: Using Digital Analytics to Drive Better Digital Experiences (FT Press Analytics)

This can be the book of the published publication and will no longer contain any media, web site entry codes, or print vitamins which could come packaged with the certain publication.   The definitive consultant to subsequent iteration electronic dimension; imperative perception for construction high-value electronic reviews! is helping you catch the information you want to bring deep personalization at scale displays today’s most up-to-date insights into electronic habit and purchaser psychology for each electronic marketer, analyst, and govt who desires to increase functionality To win at electronic, you want to seize the proper information, speedy rework it into the suitable knowledge,and use them either to carry deep personalization at scale.

Spatial Data Mining: Theory and Application

·        This publication is an up-to-date model of awell-received booklet formerly released in chinese language via technology Press of China(the first version in 2006 and the second one in 2013). It bargains a scientific andpractical evaluate of spatial facts mining, which mixes laptop technological know-how andgeo-spatial details technological know-how, permitting every one box to benefit from theknowledge and strategies of the opposite.

Knowledge and Systems Sciences: 17th International Symposium, KSS 2016, Kobe, Japan, November 4-6, 2016, Proceedings (Communications in Computer and Information Science)

This booklet constitutes the refereed lawsuits of the seventeenth overseas Symposium, KSS 2016, held in Kobe, Japan, in November 2016. The 21 revised complete papers awarded have been conscientiously reviewed and chosen from forty eight submissions. The papers disguise themes such as: Algorithms for giant facts; gigantic information and education; Big information and healthcare; Big info and tourism; Big info and social media orientated wisdom discovery and information mining, text mining, suggestion process, etc; Big info, social media and societal management; creation of agent-based social structures sciences; collective intelligence; complex method modeling and complexity; decision research and determination aid systems; internet+ and agriculture; internet+ and open innovation; knowledge construction, creativity help, knowledge aid, and so on.

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

Example text

Download PDF sample

Rated 4.93 of 5 – based on 35 votes