Literature DB >> 29460090

Medical Big Data Warehouse: Architecture and System Design, a Case Study: Improving Healthcare Resources Distribution.

Abderrazak Sebaa1, Fatima Chikh2, Amina Nouicer3, AbdelKamel Tari3.   

Abstract

The huge increases in medical devices and clinical applications which generate enormous data have raised a big issue in managing, processing, and mining this massive amount of data. Indeed, traditional data warehousing frameworks can not be effective when managing the volume, variety, and velocity of current medical applications. As a result, several data warehouses face many issues over medical data and many challenges need to be addressed. New solutions have emerged and Hadoop is one of the best examples, it can be used to process these streams of medical data. However, without an efficient system design and architecture, these performances will not be significant and valuable for medical managers. In this paper, we provide a short review of the literature about research issues of traditional data warehouses and we present some important Hadoop-based data warehouses. In addition, a Hadoop-based architecture and a conceptual data model for designing medical Big Data warehouse are given. In our case study, we provide implementation detail of big data warehouse based on the proposed architecture and data model in the Apache Hadoop platform to ensure an optimal allocation of health resources.

Keywords:  Big data; Data warehouse; Decision support; Hadoop; Medical resources allocation

Mesh:

Year:  2018        PMID: 29460090     DOI: 10.1007/s10916-018-0894-9

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  9 in total

1.  An approach for integrating heterogeneous information sources in a medical data warehouse.

Authors:  E M Kerkri; C Quantin; F A Allaert; Y Cottin; P Charve; F Jouanot; K Yétongnon
Journal:  J Med Syst       Date:  2001-06       Impact factor: 4.460

2.  The use of economic evaluation in health care: Australian decision makers' perceptions.

Authors:  J Ross
Journal:  Health Policy       Date:  1995-02       Impact factor: 2.980

3.  Unstructured medical image query using big data - An epilepsy case study.

Authors:  Sarmad Istephan; Mohammad-Reza Siadat
Journal:  J Biomed Inform       Date:  2015-12-17       Impact factor: 6.317

4.  Design and development of a medical big data processing system based on Hadoop.

Authors:  Qin Yao; Yu Tian; Peng-Fei Li; Li-Li Tian; Yang-Ming Qian; Jing-Song Li
Journal:  J Med Syst       Date:  2015-02-10       Impact factor: 4.460

5.  Querying Archetype-Based Electronic Health Records Using Hadoop and Dewey Encoding of openEHR Models.

Authors:  Erik Sundvall; Fang Wei-Kleiner; Sergio M Freire; Patrick Lambrix
Journal:  Stud Health Technol Inform       Date:  2017

6.  Implementation of a Big Data Accessing and Processing Platform for Medical Records in Cloud.

Authors:  Chao-Tung Yang; Jung-Chun Liu; Shuo-Tsung Chen; Hsin-Wen Lu
Journal:  J Med Syst       Date:  2017-08-18       Impact factor: 4.460

7.  Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce.

Authors:  Ablimit Aji; Fusheng Wang; Hoang Vo; Rubao Lee; Qiaoling Liu; Xiaodong Zhang; Joel Saltz
Journal:  Proceedings VLDB Endowment       Date:  2013-08

8.  An overview of the Hadoop/MapReduce/HBase framework and its current applications in bioinformatics.

Authors:  Ronald C Taylor
Journal:  BMC Bioinformatics       Date:  2010-12-21       Impact factor: 3.169

9.  Decision support system for health care resources allocation.

Authors:  Abderrazak Sebaa; Amina Nouicer; AbdelKamel Tari; Ramtani Tarik; Ouhab Abdellah
Journal:  Electron Physician       Date:  2017-06-25
  9 in total
  5 in total

1.  Sports Economic Mining Algorithm Based on Association Analysis and Big Data Model.

Authors:  Fujian Zhou
Journal:  Comput Intell Neurosci       Date:  2022-05-23

2.  Application Effect Analysis of Operating Room Detailed Nursing Based on Medical Big Data in Patients Undergoing Gastrointestinal Tumor Surgery.

Authors:  Yan Meng; Aixue Sun; Ge Ji; Caiye Wei; Junhong Jia
Journal:  J Healthc Eng       Date:  2022-03-12       Impact factor: 2.682

3.  Investigation of Influencing Factors on the Prevalence of Retinopathy in Diabetic Patients Based on Medical Big Data.

Authors:  Lei Yang; Qin Qi; Fangjiang Zheng; Yanqiang Wei; Qiaoe Wu
Journal:  Comput Math Methods Med       Date:  2022-04-12       Impact factor: 2.809

4.  Intelligent Decision-Support System for Epidemiological Diagnostics. I. A Concept of Architecture Design.

Authors:  K O Bazilevych; D I Chumachenko; L F Hulianytskyi; I S Meniailov; S V Yakovlev
Journal:  Cybern Syst Anal       Date:  2022-09-01

5.  IoMT Platform for Pervasive Healthcare Data Aggregation, Processing, and Sharing Based on OneM2M and OpenEHR.

Authors:  Jesús N S Rubí; Paulo R L Gondim
Journal:  Sensors (Basel)       Date:  2019-10-03       Impact factor: 3.576

  5 in total

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