Enabling Self-Service BI on Document Stores

نویسندگان

  • Mohamed Lamine Chouder
  • Stefano Rizzi
  • Rachid Chalal
چکیده

The growing use of document stores has resulted in vast amounts of semi-structured data holding precious information, which could be profitably integrated into existing BI systems. Unfortunately, due to their schemaless nature, document stores are hardly accessible via direct OLAP querying. In this paper we propose an interactive, schema-on-read approach for finding multidimensional structures in document stores aimed at enabling OLAP querying in the context of self-service BI. Our approach works in three steps: multidimensional enrichment, querying, and OLAP enabling; the validation of user queries and the detection of multidimensional structures is based on the mining of approximate functional dependencies from data. The efficiency of our approach is discussed with reference to real datasets. CCS Concepts •Information systems Ñ Data warehouses; •Applied computing Ñ Business intelligence;

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Self-Service BI does it Change the Rule of the Game for BI Systems Designers

Users of Business Intelligence (BI) systems have started to demand more flexible systems in which they could be empowered to serve themselves – self-service BI. In this paper we aim at explaining how such development influences designers of BI solutions and how it impacts the design situation. To say something about this we adapted the PACT (People, Activity, Context, Technology) framework on t...

متن کامل

Apply Uncertainty in Document-Oriented Database (MongoDB) Using F-XML

As moving to big data world where data is increasing in unstructured way with high velocity, there is a need of data-store to store this bundle amount of data. Traditionally, relational databases are used which are now not compatible to handle this large amount of data, so it is needed to move on to non-relational data-stores. In the current study, we have proposed an extension of the Mongo...

متن کامل

Self-Service Technology in Retailing. The Case of Retail Kiosks

Retailers are adopting self-service technologies (SSTs) to improve the quality of service. Self-service technologies indicate any technological application, but the most typical SST is interactive kiosks which refer to computer workstations for public access. Kiosks have widely been used for banking (ATM) and airline checkins. Now kiosks are shown in diverse retail sectors, including food servi...

متن کامل

Apply Uncertainty in Document-Oriented Database (MongoDB) Using F-XML

As moving to big data world where data is increasing in unstructured way with high velocity, there is a need of data-store to store this bundle amount of data. Traditionally, relational databases are used which are now not compatible to handle this large amount of data, so it is needed to move on to non-relational data-stores. In the current study, we have proposed an extension of the Mongo...

متن کامل

Enabling Self-Service BI through a Dimensional Model Management Warehouse

The promise of Self-Service Business Intelligence (BI) is its ability to give business users access to selection, analysis, and reporting tools without requiring intervention from IT. However, while some progress has been made through tools such as SAS Enterprise Miner, IBM SPSS Modeler, and RapidMiner, analytical modeling remains firmly in the domain of IT departments and data scientists. The ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017