Name: Outlier Analysis. A Study of Different Techniques
SKU: 59467811
Price: 788.00 TWD
Availability: InStock
Author: Chakraborty, Soubhik ; Mishra, Priyabrata
ISBN: 9783346702463

portada Outlier Analysis. A Study of Different Techniques

Outlier Analysis. A Study of Different Techniques

Type

Physical Book

Author

Soubhik Chakraborty

Priyabrata Mishra

Publisher

Grin Verlag

Language

English

Pages

Format

Paperback

Dimensions

21x14.8x0.2 cm

Weight

0.06 kg.

ISBN13

9783346702463

Synopsis "Outlier Analysis. A Study of Different Techniques"

Master's Thesis from the year 2022 in the subject Mathematics - Statistics, grade: 9.0, course: IMSc Mathematics and Computing, language: English, abstract: In any application that involve data, outlier detection is critical. In the data mining and statistics literature, outliers are sometimes known as abnormalities, discordants, deviants, or anomalies. The data in most applications are generated by one or more generating processes, which may reflect system activity or observations about entities. This monograph explains what an outlier is and how it can be used in a variety of industries in the first chapter of the report. This chapter also goes over the various types of outliers. Outlier analysis is an important part of research or industry that involves a large amount of data, as described in Chapter 2; it also describes how outliers are related to different data models. Chapter 3 covers Univariate Outlier Detection and methods for completing this task. Multivariate Outlier Detection techniques such as Mahalanobis distance and isolation forest are covered in Chapter 4. Finally, in Chapter 5, the Python programming language has been used to analyse and detect existing outliers in a public dataset. We hope this monograph would be useful to students and practitioners of statistics and other fields involving numerical data analytics.

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Outlier Analysis. A Study of Different Techniques - Chakraborty, Soubhik ; Mishra, Priyabrata

Synopsis "Outlier Analysis. A Study of Different Techniques"

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