{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T16:31:12Z","timestamp":1783701072559,"version":"3.55.0"},"reference-count":20,"publisher":"IGI Global Scientific Publishing","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7,1]]},"abstract":"<p>Nowadays, most organizations need to improve their decision-making process using Big Data. To achieve this, they have to store Big Data, perform an analysis, and transform the results into useful and valuable information. To perform this, it's necessary to deal with new challenges in designing and creating data warehouse. Traditionally, creating a data warehouse followed well-governed process based on relational databases. The influence of Big Data challenged this traditional approach primarily due to the changing nature of data. As a result, using NoSQL databases has become a necessity to handle Big Data challenges. In this article, the authors show how to create a data warehouse on NoSQL systems. They propose the Object2NoSQL process that generates column-oriented physical models starting from a UML conceptual model. To ensure efficient automatic transformation, they propose a logical model that exhibits a sufficient degree of independence so as to enable its mapping to one or more column-oriented platforms. The authors provide experiments of their approach using a case study in the health care field.<\/p>","DOI":"10.4018\/ijdwm.2018070103","type":"journal-article","created":{"date-parts":[[2018,6,25]],"date-time":"2018-06-25T10:48:16Z","timestamp":1529923696000},"page":"44-68","source":"Crossref","is-referenced-by-count":4,"title":["Formalizing the Mapping of UML Conceptual Schemas to Column-Oriented Databases"],"prefix":"10.4018","volume":"14","author":[{"given":"Fatma","family":"Abdelhedi","sequence":"first","affiliation":[{"name":"CBI2 \u2013 TRIMANE, Paris, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amal Ait","family":"Brahim","sequence":"additional","affiliation":[{"name":"Toulouse Institute of Computer Science Research (IRIT), Toulouse Capitole University, Toulouse, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gilles","family":"Zurfluh","sequence":"additional","affiliation":[{"name":"Toulouse Institute of Computer Science Research (IRIT), Toulouse Capitole University, Toulouse, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJDWM.2018070103-0","doi-asserted-by":"publisher","DOI":"10.1145\/1376616.1376712"},{"key":"IJDWM.2018070103-1","doi-asserted-by":"publisher","DOI":"10.1145\/2811222.2811235"},{"key":"IJDWM.2018070103-2","first-page":"1307","article-title":"Growth of New Databases & Analysis of NOSQL Datastores.","volume":"3","author":"A. B.Angadi","year":"2013","journal-title":"International Journal of Advanced Research in Computer Science and Software Engineering"},{"key":"IJDWM.2018070103-3","unstructured":"Apache HBase Team. (2017). Apache HBase Reference Guide, version 3(0). Retrieved from https:\/\/hbase.apache.org\/book.html"},{"key":"IJDWM.2018070103-4","doi-asserted-by":"publisher","DOI":"10.1145\/1978915.1978919"},{"key":"IJDWM.2018070103-5","doi-asserted-by":"publisher","DOI":"10.1109\/BigDataCongress.2015.41"},{"key":"IJDWM.2018070103-6","unstructured":"Datastax. (2012). Apache Cassandra Documentation. Retrieved from http:\/\/www.odbms.org\/wp-content\/uploads\/2013\/11\/cassandra10.pdf"},{"key":"IJDWM.2018070103-7","first-page":"469","article-title":"Using the column oriented NoSQL model for implementing big data warehouses.","author":"K.Dehdouh","year":"2015","journal-title":"Proceedings of the International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA)"},{"key":"IJDWM.2018070103-8","author":"L.Douglas","year":"2001","journal-title":"3d data management: Controlling data volume, velocity and variety"},{"key":"IJDWM.2018070103-9","doi-asserted-by":"crossref","unstructured":"Gwendal, D., Gerson, S., & Jordi, C. (2016). UMLtoGraphDB: Mapping Conceptual Schemas to Graph Databases. In Proceedings of the 35th International Conference on Conceptual Modeling (ER), Gifu, Japan, November 14-17 (pp. 430\u2013444). Springer.","DOI":"10.1007\/978-3-319-46397-1_33"},{"key":"IJDWM.2018070103-10","doi-asserted-by":"crossref","unstructured":"Han, J., Haihong, E., Le, G., & Du, J. (2011, October). Survey on NoSQL database. In 2011 6th international conference on Pervasive computing and applications (ICPCA) (pp. 363-366). IEEE.","DOI":"10.1109\/ICPCA.2011.6106531"},{"key":"IJDWM.2018070103-11","first-page":"430","article-title":"NOSQL Design for Analytical Workloads: Variability Matters.","author":"V.Herrero","year":"2016","journal-title":"Proceedings of the 35th International Conference on Conceptual Modeling (ER)"},{"key":"IJDWM.2018070103-12","unstructured":"Khurana, A. (2012). Introduction to HBase schema design (White Paper). Cloudera."},{"key":"IJDWM.2018070103-13","doi-asserted-by":"publisher","DOI":"10.1109\/ICSESS.2010.5552465"},{"key":"IJDWM.2018070103-14","doi-asserted-by":"publisher","DOI":"10.1109\/InfoSEEE.2014.6947760"},{"key":"IJDWM.2018070103-15","doi-asserted-by":"publisher","DOI":"10.1145\/1994.2209"},{"key":"IJDWM.2018070103-16","doi-asserted-by":"publisher","DOI":"10.1145\/66926.66966"},{"key":"IJDWM.2018070103-17","unstructured":"Object Management Group. (2015). OMG Unified Modeling Language (OMG UML). Retrieved October 12, 2017 from http:\/\/www.omg.org\/spec\/UML\/2.5\/"},{"key":"IJDWM.2018070103-18","first-page":"77","article-title":"Towards conceptual multidimensional design in decision support systems.","volume":"Vol. 1","author":"O.Teste","year":"2010","journal-title":"5th East-European Conference on Advances in Databases and Information Systems ADBIS"},{"key":"IJDWM.2018070103-19","doi-asserted-by":"publisher","DOI":"10.1109\/CogInfoCom.2013.6719198"}],"container-title":["International Journal of Data Warehousing and Mining"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=208692","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T05:16:39Z","timestamp":1751692599000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJDWM.2018070103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2018,7,1]]},"references-count":20,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2018,7]]}},"URL":"https:\/\/doi.org\/10.4018\/ijdwm.2018070103","relation":{},"ISSN":["1548-3924","1548-3932"],"issn-type":[{"value":"1548-3924","type":"print"},{"value":"1548-3932","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7,1]]}}}