Title of article
Cloud for Distributed Data Analysis Based on the Actor Model
Author/Authors
Kholod, Ivan Faculty of Computer Science and Technology - Saint Petersburg Electrotechnical University (LETI), Russia , Petukhov, Ilya Faculty of Computer Science and Technology - Saint Petersburg Electrotechnical University (LETI), Russia , Shorov, Andrey Faculty of Computer Science and Technology - Saint Petersburg Electrotechnical University (LETI), Russia
Pages
12
From page
1
To page
12
Abstract
This paper describes the construction of a Cloud for Distributed Data Analysis (CDDA) based on the actor model. The design uses an approach to map the data mining algorithms on decomposed functional blocks, which are assigned to actors. Using actors allows users to move the computation closely towards the stored data. The process does not require loading data sets into the cloud and allows users to analyze confidential information locally. The results of experiments show that the efficiency of the proposed approach outperforms established solutions.
Keywords
Actor Model , Data Analysis , Cloud , Distributed , Data Analysis (CDDA)
Journal title
Scientific Programming
Serial Year
2016
Full Text URL
Record number
2607239
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