Press "Enter" to skip to content

Clustering for Data Mining: A Data Recovery Approach by Boris Mirkin

By Boris Mirkin

frequently thought of extra as an artwork than a technology, the sphere of clustering has been ruled via studying via examples and via concepts selected virtually via trial-and-error. Even the most well-liked clustering methods--K-Means for partitioning the information set and Ward's approach for hierarchical clustering--have lacked the theoretical realization that will determine a company dating among the 2 tools and correct interpretation aids.

Rather than the normal set of advert hoc strategies, Clustering for info Mining: a knowledge restoration procedure offers a idea that not just closes gaps in K-Means and Ward equipment, but additionally extends them into parts of present curiosity, resembling clustering combined scale info and incomplete clustering. the writer indicates unique tools for either cluster discovering and cluster description, addresses comparable subject matters reminiscent of crucial part research, contingency measures, and information visualization, and contains approximately 60 computational examples masking all levels of clustering, from facts pre-processing to cluster validation and effects interpretation.

This author's special consciousness to facts restoration equipment, theory-based suggestion, pre- and post-processing concerns which are past the scope of such a lot texts, and transparent, sensible directions for real-world facts mining make this ebook best for almost all reasons: for instructing, for self-study, and for pro reference.

Show description

Read Online or Download Clustering for Data Mining: A Data Recovery Approach (Chapman & Hall/CRC Computer Science & Data Analysis) PDF

Similar computer systems analysis & design books

Code Simplicity: The Fundamentals of Software

Reliable software program improvement ends up in easy code. regrettably, a lot of the code present on the earth this day is much too complicated. This concise advisor is helping you recognize the basics of fine software program improvement via common laws--principles you could observe to any programming language or venture from the following to eternity.

Kali Linux Social Engineering

In DetailKali Linux has a particular toolkit that comes with a number of social-engineering assaults all into one simplified interface. the most goal of SET (social engineering toolkit) is to automate and enhance on some of the social engineering assaults at present available in the market. This booklet is predicated on present complicated social engineering assaults utilizing SET that assist you learn the way defense should be breached and hence keep away from it.

Economics of Grids, Clouds, Systems, and Services: 12th International Conference, GECON 2015, Cluj-Napoca, Romania, September 15-17, 2015, Revised Selected Papers (Lecture Notes in Computer Science)

This publication constitutes the refereed lawsuits of the twelfth foreign convention on Economics of Grids, Clouds, structures, and companies, GECON 2015, held in Cluj-Napoca, Romania, in September 2015. The eleven revised complete papers and 10 paper-in-progress awarded have been conscientiously reviewed and chosen from 38 submissions.

Model-Driven Software Engineering in Practice, Second Edition

This e-book discusses how model-based techniques can enhance the day-by-day perform of software program pros. this can be referred to as Model-Driven software program Engineering (MDSE) or, easily, Model-Driven Engineering (MDE). MDSE practices have proved to extend potency and effectiveness in software program improvement, as proven through quite a few quantitative and qualitative reviews.

Additional resources for Clustering for Data Mining: A Data Recovery Approach (Chapman & Hall/CRC Computer Science & Data Analysis)

Example text

Download PDF sample

Rated 4.39 of 5 – based on 41 votes