Outlier and Anomaly Detection

Name: Outlier and Anomaly Detection
Brand: LAP Lambert Academic Publishing
SKU: 9783846548226
Price: 184.07 PLN
Availability: InStock

A Survey of Outlier and Anomaly Detection Methods

Autor: Victoria Hodge

Język:

Oprawa: Miękka

Wydawca: LAP Lambert Academic Publishing

Dostępność: Dostępna u dostawcy

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184.07 zł

An outlier or anomaly is a data point that is inconsistent with the rest of the data population. Out...

Informacje o książce

Autor

Victoria Hodge

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2011

strony

112

EAN

9783846548226

Enbook ID

06961651

Wydawca

LAP Lambert Academic Publishing

Waga

192

Wymiary

150 x 220 x 6

Pełny opis

An outlier or anomaly is a data point that is inconsistent with the rest of the data population. Outlier or anomaly detection has been used for centuries to detect and remove anomalous observations from data. It is used to monitor vital infrastructure such as utility distribution networks, transportation networks, machinery or computer networks for faults. Detection can identify faults before they escalate with potentially catastrophic consequences. Today, principled and systematic detection techniques are used, drawn from the full gamut of Computer Science and Statistics. The book forms a survey of techniques covering statistical, proximity-based, density-based, neural, natural computation, machine learning, distributed and hybrid systems. It identifies their respective motivations and distinguishes their advantages and disadvantages in a comparative review. It aims to provide the reader with a feel of the diversity and multiplicity of techniques available. The survey should be useful to advanced undergraduate and postgraduate computer and library/information science students and researchers analysing and developing outlier and anomaly detection systems.

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Outlier and Anomaly Detection

A Survey of Outlier and Anomaly Detection Methods

Informacje o książce

Pełny opis

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