<abstract xmlns="http://www.w3.org/1999/xhtml"><p>Modeling tools and operators help the user / developer to identify the processing field on the top of the sequence and to send into the computing module only the data related to the requested result. The remaining data is not relevant and it will slow down the processing. The biggest challenge nowadays is to get high quality processing results with a reduced computing time and costs. To do so, we must review the processing sequence, by adding several modeling tools. The existing processing models do not take in consideration this aspect and focus on getting high calculation performances which will increase the computing time and costs. In this paper we provide a study of the main modeling tools for BigData and a new model based on pre-processing.</p></abstract>

Modeling tools and operators help the user / developer to identify the processing field on the top of the sequence and to send into the computing module only the data related to the requested result. The remaining data is not relevant and it will slow down the processing. The biggest challenge nowadays is to get high quality processing results with a reduced computing time and costs. To do so, we must review the processing sequence, by adding several modeling tools. The existing processing models do not take in consideration this aspect and focus on getting high calculation performances which will increase the computing time and costs. In this paper we provide a study of the main modeling tools for BigData and a new model based on pre-processing.

Pre-Processing and Modeling Tools for Bigdata

Foundations of Computing and Decision Sciences

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

{"article-title":"Pre-Processing and Modeling Tools for Bigdata"}

Modeling tools and operators help the user / developer to identify the processing field on the top of the sequence and to send into the computing module only...

Pre-Processing and Modeling Tools for Bigdata

Published Online: Sep 24, 2016

Page range: 151 - 162

DOI: https://doi.org/10.1515/fcds-2016-0009

Keywords
Data Modeling, BigData, NoSQL, MapReduce, Pre-processing

© 2016 Hadi Hashem et al., published by De Gruyter Open

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Pre-Processing and Modeling Tools for Bigdata

Published Online: Sep 24, 2016

Page range: 151 - 162

DOI: https://doi.org/10.1515/fcds-2016-0009

KeywordsData Modeling, BigData, NoSQL, MapReduce, Pre-processing

© 2016 Hadi Hashem et al., published by De Gruyter Open

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Keywords
Data Modeling, BigData, NoSQL, MapReduce, Pre-processing