Literature DB >> 25123719

Challenges and potential solutions for big data implementations in developing countries.

D Luna1, J C Mayan, M J García, A A Almerares, M Househ.   

Abstract

BACKGROUND: The volume of data, the velocity with which they are generated, and their variety and lack of structure hinder their use. This creates the need to change the way information is captured, stored, processed, and analyzed, leading to the paradigm shift called Big Data.
OBJECTIVES: To describe the challenges and possible solutions for developing countries when implementing Big Data projects in the health sector.
METHODS: A non-systematic review of the literature was performed in PubMed and Google Scholar. The following keywords were used: "big data", "developing countries", "data mining", "health information systems", and "computing methodologies". A thematic review of selected articles was performed.
RESULTS: There are challenges when implementing any Big Data program including exponential growth of data, special infrastructure needs, need for a trained workforce, need to agree on interoperability standards, privacy and security issues, and the need to include people, processes, and policies to ensure their adoption. Developing countries have particular characteristics that hinder further development of these projects.
CONCLUSIONS: The advent of Big Data promises great opportunities for the healthcare field. In this article, we attempt to describe the challenges developing countries would face and enumerate the options to be used to achieve successful implementations of Big Data programs.

Entities:  

Keywords:  Big data; computing methodologies; data mining; developing countries; health information systems

Mesh:

Year:  2014        PMID: 25123719      PMCID: PMC4287095          DOI: 10.15265/IY-2014-0012

Source DB:  PubMed          Journal:  Yearb Med Inform        ISSN: 0943-4747


  15 in total

1.  Connecting information to improve health.

Authors:  W Ed Hammond; Christopher Bailey; Philippe Boucher; Mark Spohr; Patrick Whitaker
Journal:  Health Aff (Millwood)       Date:  2010-02       Impact factor: 6.301

Review 2.  Application of ICT in strengthening health information systems in developing countries in the wake of globalisation.

Authors:  Daudi O Simba; Mughwira Mwangu
Journal:  Afr Health Sci       Date:  2004-12       Impact factor: 0.927

3.  E-health in low- and middle-income countries: findings from the Center for Health Market Innovations.

Authors:  Trevor Lewis; Christina Synowiec; Gina Lagomarsino; Julian Schweitzer
Journal:  Bull World Health Organ       Date:  2012-05-01       Impact factor: 9.408

Review 4.  Bringing big data to personalized healthcare: a patient-centered framework.

Authors:  Nitesh V Chawla; Darcy A Davis
Journal:  J Gen Intern Med       Date:  2013-09       Impact factor: 5.128

5.  Big data, bigger outcomes: Healthcare is embracing the big data movement, hoping to revolutionize HIM by distilling vast collection of data for specific analysis.

Authors:  Lorraine Fernandes; Michele O'Connor; Victoria Weaver
Journal:  J AHIMA       Date:  2012-10

6.  The inevitable application of big data to health care.

Authors:  Travis B Murdoch; Allan S Detsky
Journal:  JAMA       Date:  2013-04-03       Impact factor: 56.272

7.  What Big Data means to me.

Authors:  Philip E Bourne
Journal:  J Am Med Inform Assoc       Date:  2014 Mar-Apr       Impact factor: 4.497

8.  Magnetic resonance imaging research in sub-Saharan Africa: challenges and satellite-based networking implementation.

Authors:  Matthew T Latourette; James E Siebert; Robert J Barto; Kenneth L Marable; Anthony Muyepa; Colleen A Hammond; Michael J Potchen; Samuel D Kampondeni; Terrie E Taylor
Journal:  J Digit Imaging       Date:  2011-08       Impact factor: 4.056

9.  SMS for Life: a pilot project to improve anti-malarial drug supply management in rural Tanzania using standard technology.

Authors:  Jim Barrington; Olympia Wereko-Brobby; Peter Ward; Winfred Mwafongo; Seif Kungulwe
Journal:  Malar J       Date:  2010-10-27       Impact factor: 2.979

10.  Potentiality of big data in the medical sector: focus on how to reshape the healthcare system.

Authors:  Kyoungyoung Jee; Gang-Hoon Kim
Journal:  Healthc Inform Res       Date:  2013-06-30
View more
  4 in total

1.  Health-Enabling and Ambient Assistive Technologies: Past, Present, Future.

Authors:  R Haux; S Koch; N H Lovell; M Marschollek; N Nakashima; K-H Wolf
Journal:  Yearb Med Inform       Date:  2016-06-30

2.  Self-monitoring and psychoeducation in bipolar patients with a smart-phone application (SIMPLe) project: design, development and studies protocols.

Authors:  Diego Hidalgo-Mazzei; Ainoa Mateu; María Reinares; Juan Undurraga; Caterina del Mar Bonnín; José Sánchez-Moreno; Eduard Vieta; Francesc Colom
Journal:  BMC Psychiatry       Date:  2015-03-20       Impact factor: 3.630

3.  Towards exergaming commons: composing the exergame ontology for publishing open game data.

Authors:  Giorgos Bamparopoulos; Evdokimos Konstantinidis; Charalampos Bratsas; Panagiotis D Bamidis
Journal:  J Biomed Semantics       Date:  2016-02-09

4.  A novel approach to model traffic on road segments of large-scale urban road networks.

Authors:  Amila Jayasinghe; Kazushi Sano; C Chethika Abenayake; P K S Mahanama
Journal:  MethodsX       Date:  2019-04-29
  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.