عنوان

Outlier detection--techniques and applications :

(Number (ISBN

3030051250

(Number (ISBN

3030051269

(Number (ISBN

3030051277

(Number (ISBN

9783030051259

(Number (ISBN

9783030051266

(Number (ISBN

9783030051273

Erroneous ISBN

9783030051259

Title Proper

Outlier detection--techniques and applications :

General Material Designation

[Book]

Other Title Information

a data mining perspective /

First Statement of Responsibility

N.N.R. Ranga Suri, Narasimha Murty M and G. Athithan.

Place of Publication, Distribution, etc.

Cham, Switzerland :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

[2019]

Specific Material Designation and Extent of Item

1 online resource

Series Title

Intelligent systems reference library ;

Volume Designation

volume 155

Text of Note

Includes bibliographical references and index.

Text of Note

Introduction -- Outlier Detection -- Research Issues in Outlier Detection -- Computational Preliminaries -- Outlier Detection in Categorical Data -- Outliers in High Dimensional Data.

0

Text of Note

This book, drawing on recent literature, highlights several methodologies for the detection of outliers and explains how to apply them to solve several interesting real-life problems. The detection of objects that deviate from the norm in a data set is an essential task in data mining due to its significance in many contemporary applications. More specifically, the detection of fraud in e-commerce transactions and discovering anomalies in network data have become prominent tasks, given recent developments in the field of information and communication technologies and security. Accordingly, the book sheds light on specific state-of-the-art algorithmic approaches such as the community-based analysis of networks and characterization of temporal outliers present in dynamic networks. It offers a valuable resource for young researchers working in data mining, helping them understand the technical depth of the outlier detection problem and devise innovative solutions to address related challenges.

Source for Acquisition/Subscription Address

Springer Nature

Stock Number

com.springer.onix.9783030051273

International Standard Book Number

9783030051259

International Standard Book Number

9783030051266

Data mining.

Outliers (Statistics)

COMPUTERS-- General.

Data mining.

Outliers (Statistics)

COM-- 000000

UYQ

UYQ

Number

Edition

Class number

Ranga Suri, N. N. R.

Athithan, G.

Murty M, Narasimha

Date of Transaction

20200823081240.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y