eBook - ePub

Noise Filtering for Big Data Analytics

Name: Noise Filtering for Big Data Analytics
ISBN: 9783110697261

Souvik Bhattacharyya,

Koushik Ghosh,

Souvik Bhattacharyya,

Koushik Ghosh,

164 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Noise Filtering for Big Data Analytics

Souvik Bhattacharyya,

Koushik Ghosh,

Souvik Bhattacharyya,

Koushik Ghosh,

About this book

This book explains how to perform data de-noising, in large scale, with a satisfactory level of accuracy. Three main issues are considered. Firstly, how to eliminate the error propagation from one stage to next stages while developing a filtered model. Secondly, how to maintain the positional importance of data whilst purifying it. Finally, preservation of memory in the data is crucial to extract smart data from noisy big data. If, after the application of any form of smoothing or filtering, the memory of the corresponding data changes heavily, then the final data may lose some important information. This may lead to wrong or erroneous conclusions. But, when anticipating any loss of information due to smoothing or filtering, one cannot avoid the process of denoising as on the other hand any kind of analysis of big data in the presence of noise can be misleading. So, the entire process demands very careful execution with efficient and smart models in order to effectively deal with it.

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Yes, you can access Noise Filtering for Big Data Analytics by Souvik Bhattacharyya, Koushik Ghosh, Souvik Bhattacharyya,Koushik Ghosh in PDF and/or ePUB format, as well as other popular books in Ciencia de la computación & Visión y reconocimiento de patrones computacionales. We have over one million books available in our catalogue for you to explore.