Data Mining: The Textbook - download pdf or read online

By Charu C. Aggarwal

This textbook explores different elements of knowledge mining from the basics to the complicated facts varieties and their purposes, shooting the extensive variety of challenge domain names for info mining concerns. It is going past the normal specialise in information mining difficulties to introduce complex facts forms reminiscent of textual content, time sequence, discrete sequences, spatial info, graph facts, and social networks. previously, no unmarried e-book has addressed most of these themes in a entire and built-in manner. The chapters of this publication fall into certainly one of 3 different types:

  • Fundamental chapters: information mining has 4 major difficulties, which correspond to clustering, class, organization development mining, and outlier research. those chapters comprehensively speak about a wide selection of tools for those difficulties.
  • Domain chapters: those chapters speak about the categorical tools used for various domain names of knowledge comparable to textual content information, time-series info, series info, graph info, and spatial info.
  • Application chapters: those chapters research very important purposes akin to circulate mining, internet mining, rating, suggestions, social networks, and privateness protection. The area chapters even have an utilized style.

Appropriate for either introductory and complex facts mining classes, information Mining: The Textbook balances mathematical info and instinct. It comprises the mandatory mathematical info for professors and researchers, however it is gifted in an easy and intuitive type to enhance accessibility for college students and commercial practitioners (including people with a restricted mathematical background). a variety of illustrations, examples, and routines are incorporated, with an emphasis on semantically interpretable examples.

Praise for facts Mining: The Textbook -

“As I learn via this ebook, i've got already determined to take advantage of it in my periods.  This is a publication written by means of a very good researcher who has made basic contributions to info mining, in a manner that's either available and recent.  The e-book is whole with concept and functional use instances.  It’s a must have for college kids and professors alike!" -- Qiang Yang, Chair of laptop technology and Engineering at Hong Kong collage of technology and Technology

"This is the main awesome and complete textual content booklet on facts mining. It covers not just the basic difficulties, corresponding to clustering, class, outliers and common styles, and assorted facts forms, together with textual content, time sequence, sequences, spatial facts and graphs, but additionally numerous purposes, akin to recommenders, net, social community and privacy.  it's a nice e-book for graduate scholars and researchers in addition to practitioners." -- Philip S. Yu, UIC special Professor and Wexler Chair in info expertise at collage of Illinois at Chicago

Show description

Read or Download Data Mining: The Textbook PDF

Similar pattern recognition programming books

Touchless Palmprint Recognition Systems (Advances in by Angelo Genovese,Vincenzo Piuri,Fabio Scotti PDF

This booklet examines the context, motivation and present prestige of biometric platforms according to the palmprint, with a particular specialize in touchless and less-constrained structures. It covers new applied sciences during this quickly evolving box and is likely one of the first finished books on palmprint attractiveness platforms.

Download PDF by Charu C. Aggarwal: Data Mining: The Textbook

This textbook explores the various facets of knowledge mining from the basics to the advanced information varieties and their functions, taking pictures the large range of challenge domain names for information mining concerns. It is going past the normal specialise in information mining difficulties to introduce complicated information kinds corresponding to textual content, time sequence, discrete sequences, spatial facts, graph facts, and social networks.

Download PDF by Xiongbiao Luo,Tobias Reichl,Austin Reiter,Gian-Luca: Computer-Assisted and Robotic Endoscopy: Second

This e-book constitutes the completely refereedpost-conference court cases of the second one foreign Workshop on ComputerAssisted and robot Endoscopy, CARE 2015, held together with MICCAI2015, in Munich, Germany, in October 2015. The 15 revised complete papers have been rigorously chosen out of20 preliminary submissions and concentrate on contemporary technical advances linked withcomputer imaginative and prescient; photographs; robotics and clinical imaging; exterior trackingsystems; scientific machine keep an eye on structures; info processing techniques;endoscopy; making plans and simulation.

Photogrammetric Computer Vision: Statistics, Geometry, - download pdf or read online

This textbook bargains a statistical view at the geometry of a number of view research, required for digicam calibration and orientation and for geometric scene reconstruction in accordance with geometric photo positive aspects. The authors have backgrounds in geodesy and likewise lengthy event with improvement and study in desktop imaginative and prescient, and this is often the 1st publication to offer a joint technique from the converging fields of photogrammetry and computing device imaginative and prescient.

Extra info for Data Mining: The Textbook

Sample text

Download PDF sample

Data Mining: The Textbook by Charu C. Aggarwal


by Mark
4.0

Rated 4.52 of 5 – based on 48 votes