OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY

With the recent development of information technology, data warehouse along with multidimensional analysis and OLAP has been favorable by many analysts as a method to perform data analysis for larga datasets. Nonetheless, this approach has to be carried out along with the process of ETL (Extract, Tr...

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Main Author: Bezaleel Abednego, Joshua
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/43729
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:43729
spelling id-itb.:437292019-09-30T09:43:45ZOLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY Bezaleel Abednego, Joshua Indonesia Final Project Data analysis; flat files; data virtualization; ontology; OBDA; OLAP INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/43729 With the recent development of information technology, data warehouse along with multidimensional analysis and OLAP has been favorable by many analysts as a method to perform data analysis for larga datasets. Nonetheless, this approach has to be carried out along with the process of ETL (Extract, Transform, Load) that requires significant amount of time, inflexible to the changes of the data sources, and the needs of the materialization of phyisical data warehouse. The format of the data sources that will be the subject of this research is flat files and specifically CSV (Comma Separated Values) which is still widely used by various institutions. An approach called OBDA (Ontology-Based Data Analysis) which combines the approach of ontology and data virtualization will be used in this study. Ontology enable the relationship among the data sources to be defined semantically according to the needs while data virtualization enable data sources to be accessed and queried over a view that does not need materialization (virtualized), which the view will use the ontology that has already been defined earlier. The aim is to enable OLAP analysis to be carried out against the data sources without having to perform physical integration of the data sources by utilizing the approach mentioned. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description With the recent development of information technology, data warehouse along with multidimensional analysis and OLAP has been favorable by many analysts as a method to perform data analysis for larga datasets. Nonetheless, this approach has to be carried out along with the process of ETL (Extract, Transform, Load) that requires significant amount of time, inflexible to the changes of the data sources, and the needs of the materialization of phyisical data warehouse. The format of the data sources that will be the subject of this research is flat files and specifically CSV (Comma Separated Values) which is still widely used by various institutions. An approach called OBDA (Ontology-Based Data Analysis) which combines the approach of ontology and data virtualization will be used in this study. Ontology enable the relationship among the data sources to be defined semantically according to the needs while data virtualization enable data sources to be accessed and queried over a view that does not need materialization (virtualized), which the view will use the ontology that has already been defined earlier. The aim is to enable OLAP analysis to be carried out against the data sources without having to perform physical integration of the data sources by utilizing the approach mentioned.
format Final Project
author Bezaleel Abednego, Joshua
spellingShingle Bezaleel Abednego, Joshua
OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
author_facet Bezaleel Abednego, Joshua
author_sort Bezaleel Abednego, Joshua
title OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
title_short OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
title_full OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
title_fullStr OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
title_full_unstemmed OLAP DATA ANALYSIS TOOL DEVELOPMENT WITH DATA VIRTUALIZATION AND ONTOLOGY
title_sort olap data analysis tool development with data virtualization and ontology
url https://digilib.itb.ac.id/gdl/view/43729
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