Towards Analytical Techniques for Optimizing Knowledge Acquisition, Processing, Propagation, and Use in Cyberinfrastructure and Big Data
tarafından
Lerma, L. Octavio. author.
Başlık
:
Towards Analytical Techniques for Optimizing Knowledge Acquisition, Processing, Propagation, and Use in Cyberinfrastructure and Big Data
Yazar
:
Lerma, L. Octavio. author.
ISBN
:
9783319613499
Yazar
:
Lerma, L. Octavio. author.
Edisyon
:
1st ed. 2018.
Fiziksel Niteleme
:
VIII, 141 p. online resource.
Seri
:
Studies in Big Data, 29
İçindekiler
:
Introduction -- Data Acquisition: Towards Optimal Use of Sensors -- Data and Knowledge Processing -- Knowledge Propagation and Resulting Knowledge Enhancement -- Knowledge Use -- Conclusions.
Özet
:
This book describes analytical techniques for optimizing knowledge acquisition, processing, and propagation, especially in the contexts of cyber-infrastructure and big data. Further, it presents easy-to-use analytical models of knowledge-related processes and their applications. The need for such methods stems from the fact that, when we have to decide where to place sensors, or which algorithm to use for processing the data—we mostly rely on experts’ opinions. As a result, the selected knowledge-related methods are often far from ideal. To make better selections, it is necessary to first create easy-to-use models of knowledge-related processes. This is especially important for big data, where traditional numerical methods are unsuitable. The book offers a valuable guide for everyone interested in big data applications: students looking for an overview of related analytical techniques, practitioners interested in applying optimization techniques, and researchers seeking to improve and expand on these techniques.
Konu Başlığı
:
Engineering.
Data mining.
Big data.
Artificial intelligence.
Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
Big Data. http://scigraph.springernature.com/things/product-market-codes/I29120
Big Data/Analytics. http://scigraph.springernature.com/things/product-market-codes/522070
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
Yazar Ek Girişi
:
Kreinovich, Vladik.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 222599-1001 | Q342 | Springer E-Book Collection |