Towards a Technology Roadmap for Big Data Applications in the Healthcare Domain

被引：0

作者：

Zillner, Sonja ^{[1
,4
]}

Oberkampf, Heiner ^{[1
]}

Bretschneider, Claudia ^{[1
]}

Zaveri, Amrapali ^{[3
]}

Faix, Werner ^{[4
]}

Neururer, Sabrina ^{[2
,5
]}

机构：

[1] Siemens AG, Corp Technol, Munich, Germany

[2] Med Univ Innsbruck, Dept Med Stat Informat & Hlth Econ, Innsbruck, Austria

[3] Univ Leipzig, Inst Comp Sci, D-04109 Leipzig, Germany

[4] Steinbeis Univ, Sch Int Business & Entrepreneurship, Berlin, Germany

[5] Univ Innsbruck, Semant Technol Inst Innsbruck, A-6020 Innsbruck, Austria

来源：

2014 IEEE 15TH INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION (IRI) | 2014年

关键词：

Big Data; technical requirements; data digitalization; semantic annotation; data integration; data privacy and security; data quality; SNOMED CT;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Big Data technologies can be used to improve the quality and efficiency of healthcare delivery. The highest impact of Big Data applications is expected when data from various healthcare areas, such as clinical, administrative, financial, or outcome data, can be integrated. However, as of today, the seamless access to the various healthcare data pools is only possible in a very constrained and limited manner. For enabling the seamless access several technical requirements, such as data digitalization, semantic annotation, data sharing, data privacy and security as well as data quality need to be addressed. In this paper, we introduce a detailed analysis of these technical requirements and show how the results of our analysis lead towards a technical roadmap for Big Data in the healthcare domain.

引用

页码：291 / 296

页数：6

共 50 条

[1] Technology Roadmap Development for Big Data Healthcare Applications
Zillner, Sonja
Neururer, Sabrina
[J]. KUNSTLICHE INTELLIGENZ, 2015, 29 (02): : 131 - 141
[2] Big Data technology in Healthcare: A Survey
Saglani, Vatsal J.
Rawal, Bharat S.
Vijayakumar, V.
Yang, Longzhi
[J]. 2019 10TH IFIP INTERNATIONAL CONFERENCE ON NEW TECHNOLOGIES, MOBILITY AND SECURITY (NTMS), 2019,
[3] Big data and machine learning:A roadmap towards smart plants
Bogdan DORNEANU
Sushen ZHANG
Hang RUAN
Mohamed HESHMAT
Ruijuan CHEN
Vassilios S.VASSILIADIS
Harvey ARELLANO-GARCIA
[J]. Frontiers of Engineering Management, 2022, (04) : 623 - 639
[4] Big data and machine learning: A roadmap towards smart plants
Bogdan Dorneanu
Sushen Zhang
Hang Ruan
Mohamed Heshmat
Ruijuan Chen
Vassilios S. Vassiliadis
Harvey Arellano-Garcia
[J]. Frontiers of Engineering Management, 2022, 9 : 623 - 639
[5] Big data and machine learning: A roadmap towards smart plants
Dorneanu, Bogdan
Zhang, Sushen
Ruan, Hang
Heshmat, Mohamed
Chen, Ruijuan
Vassiliadis, Vassilios S.
Arellano-Garcia, Harvey
[J]. FRONTIERS OF ENGINEERING MANAGEMENT, 2022, 9 (04) : 623 - 639
[6] Towards Semantification of Big Data Technology
Mami, Mohamed Nadjib
Scerri, Simon
Auer, Soeren
Vidal, Maria-Esther
[J]. BIG DATA ANALYTICS AND KNOWLEDGE DISCOVERY, DAWAK 2016, 2016, 9829 : 376 - 390
[7] IS BIG DATA IN HEALTHCARE ABOUT BIG HOPE OR BIG HYPE? EARLY HEALTH TECHNOLOGY ASSESSMENT OF BIG DATA ANALYTICS IN HEALTHCARE
Bakker, L. J.
Aarts, J.
Redekop, W. K.
[J]. VALUE IN HEALTH, 2016, 19 (07) : A705 - A705
[8] Physiotherapy Data Analysis of Big Data in Healthcare Applications
Dugani, Swaroopa V.
Dixit, Sunanda
[J]. 2017 INTERNATIONAL CONFERENCE ON INNOVATIVE MECHANISMS FOR INDUSTRY APPLICATIONS (ICIMIA), 2017, : 506 - 511
[9] A Framework for Big Data Technology in Health and Healthcare
Sheeran, Megan
Steele, Robert
[J]. 2017 IEEE 8TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS AND MOBILE COMMUNICATION CONFERENCE (UEMCON), 2017, : 401 - 407
[10] The Role of Big Data Mining in Healthcare Applications
Elezabeth, Laura
Mishra, Ved P.
Dsouza, Joanita
[J]. 2018 7TH INTERNATIONAL CONFERENCE ON RELIABILITY, INFOCOM TECHNOLOGIES AND OPTIMIZATION (TRENDS AND FUTURE DIRECTIONS) (ICRITO) (ICRITO), 2018, : 256 - 260

← 1 2 3 4 5 →