Outlier Detection for Data Streams

Name: Outlier Detection for Data Streams
Brand: LAP Lambert Academic Publishing
SKU: 9783846591222
Price: 23611 HUF
Availability: InStock

Data Streams don't wait for processing

Szerző: Shiblee Sadik

Nyelv:

Kötés: Puha kötésű

Kiadó: LAP Lambert Academic Publishing

Elérhetőség: Beszállítói készleten

Küldés 5-8 napon belül

23 611 Ft

Outlier detection is a well established area of study for statistical data. However, most of the exi...

Információk a könyvről

Szerző

Shiblee Sadik

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2011

oldal

200

EAN

9783846591222

Enbook ID

07083097

Kiadó

LAP Lambert Academic Publishing

Súly

314

Méretek

150 x 220 x 12

Teljes leírás

Outlier detection is a well established area of study for statistical data. However, most of the existing outlier detection techniques are designed targeting the regular data model, where the entire dataset is available for random access. Typical outlier detection techniques construct a standard data distribution or model from the entire dataset and execute their detection algorithms over each data point. Evidently these techniques are not suitable for online data streams where the entire dataset, due to its unbounded volume, is not available for random access. Moreover, the data distribution in data streams change over time which challenges the existing outlier detection techniques that assume a constant standard data distribution for the entire dataset. In addition, data streams are characterized by uncertainty which imposes further complexity. In this work we propose two outlier detection techniques, called Distance Based Outline Detection for Data Streams (DB-ODDS) and Automatic Outlier Detection for Data Streams (A-ODDS). Both techniques are based on a novel continuously adaptive data distribution function that addresses all the issues of data streams.

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Outlier Detection for Data Streams

Data Streams don't wait for processing

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Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták