You are here

Download E-books Outlier Analysis PDF

By Charu C. Aggarwal

This ebook offers finished insurance of the sphere of outlier research from a working laptop or computer technological know-how perspective. It integrates tools from facts mining, desktop studying, and statistics in the computational framework and consequently appeals to a number of groups. The chapters of this e-book might be prepared into 3 categories:
  • Basic algorithms: Chapters 1 via 7 speak about the basic algorithms for outlier research, together with probabilistic and statistical equipment, linear equipment, proximity-based tools, high-dimensional (subspace) equipment, ensemble equipment, and supervised methods.
  • Domain-specific tools: Chapters eight via 12 speak about outlier detection algorithms for numerous domain names of knowledge, reminiscent of textual content, specific facts, time-series information, discrete series facts, spatial information, and community data.
  • Applications: bankruptcy thirteen is dedicated to varied functions of outlier research. a few assistance can be supplied for the practitioner.
The moment version of this booklet is extra specific and is written to entice either researchers and practitioners. major new fabric has been additional on themes resembling kernel tools, one-class support-vector machines, matrix factorization, neural networks, outlier ensembles, time-series tools, and subspace tools. it really is written as a textbook and will be used for lecture room teaching. 

Show description

Read or Download Outlier Analysis PDF

Similar Mathematical Statistical books

Power Programming With Mathematica: The Kernel (Programming Tools for Scientists & Engineers)

Mathematica is a feature-rich, high-level programming language which has traditionally been utilized by engineers. This booklet unpacks Mathematica for programmers, development insights into programming kind through actual global syntax, genuine international examples, and vast parallels to different languages.

Mastering Mathematica: Programming Methods and Applications/Book and Disk

This article addresses using Mathematica as a symbolic manipulator, a programming language and a common software for wisdom illustration. additionally incorporated is insurance of useful programming, rule-based programming, procedural programming, object-oriented programming and pix programming.

Introduction to Scientific Computing: A Matrix-Vector Approach Using MATLAB (2nd Edition)

Certain in content material and procedure, this ebook covers all of the issues which are often lined in an advent to medical computing--but folds in images and matrix-vector manipulation in a manner that will get readers to understand the relationship among non-stop arithmetic and computing. MATLAB five is used all through to motivate experimentation, and every bankruptcy makes a speciality of a distinct very important theorem--allowing readers to understand the rigorous part of medical computing.

Introduction to Modern Portfolio Optimization with NuOPT, S-PLUS and S+Bayes

Lately portfolio optimization and development methodologies became an more and more serious component of asset and fund administration, whereas while portfolio chance review has develop into a necessary aspect in threat administration. This development will basically speed up within the coming years.

Extra resources for Outlier Analysis

Show sample text content

Rated 4.39 of 5 – based on 28 votes
Top