AITION: A scalable KDD platform for Big Data Healthcare

被引:0
|
作者
Metaxas, Omiros [1 ]
Dimitropoulos, Harry [1 ]
Ioannidis, Yannis [1 ]
机构
[1] Res Ctr Athena, Inst Management Informat Syst, Maroussi 15125, Greece
关键词
D O I
暂无
中图分类号
R-058 [];
学科分类号
摘要
We propose a comprehensive information processing, knowledge discovery and simulation platform for Big Data Healthcare. In addition, we present a related, well-defined workflow that promotes model-guided personalized medicine. We start by identifying disease signatures and homogeneous patient groups, whilst modeling case-based patient similarity. Then we analyze correlations between variables and patient groups to deliver accurate and reusable predictive statistical simulation models. Such a framework provides significant advantages on both the clinician's daily routine and targeted biomedical research.
引用
收藏
页码:601 / 604
页数:4
相关论文
共 50 条
  • [1] AITION: A Scalable Platform for Interactive Data Mining
    Dimitropoulos, Harry
    Kllapi, Herald
    Metaxas, Omiros
    Oikonomidis, Nikolas
    Sitaridi, Eva
    Tsangaris, Manolis M.
    Ioannidis, Yannis
    SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, SSDBM 2012, 2012, 7338 : 646 - 651
  • [2] AN EFFECTIVE AND SCALABLE DATA MODELING FOR ENTERPRISE BIG DATA PLATFORM
    Patel, Jayesh
    2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2019, : 2691 - 2697
  • [3] A scalable platform for big data analysis in public transport
    Ucak, Ege
    Karagumus, Elif
    Sener, Cevat
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (09):
  • [4] BIG DATA PLATFORM FOR CARDIOVASCULAR HEALTHCARE DATA STORAGE AND DATA VIEWER
    Navarro-Paredes, Cesar
    Jing, Min
    Finlay, Dewar
    McLaughlin, James
    HEART, 2019, 105 : A8 - A8
  • [5] A Big Data Analysis Platform for Healthcare on Apache Spark
    Zhang, Jinwei
    Zhang, Yong
    Hu, Qingcheng
    Tian, Hongliang
    Xing, Chunxiao
    SMART HEALTH, ICSH 2016, 2017, 10219 : 32 - 43
  • [6] ARCHITECTURE OF A SCALABLE PLATFORM FOR MONITORING MULTIPLE BIG DATA FRAMEWORKS
    Iuhasz, Gabriel
    Pop, Daniel
    Dragan, Ioan
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2016, 17 (04): : 313 - 321
  • [7] On-Board-Unit Data: A Big Data Platform for Scalable Storage and Processing
    Buroni, Giovanni
    Le Borgne, Yann-Ael
    Bontempi, Gianluca
    Determe, Karl
    2018 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGIES AND APPLICATIONS (CLOUDTECH), 2018,
  • [8] A Semantic Big Data Platform for Integrating Heterogeneous Wearable Data in Healthcare
    Mezghani, Emna
    Exposito, Ernesto
    Drira, Khalil
    Da Silveira, Marcos
    Pruski, Cedric
    JOURNAL OF MEDICAL SYSTEMS, 2015, 39 (12)
  • [9] A Semantic Big Data Platform for Integrating Heterogeneous Wearable Data in Healthcare
    Emna Mezghani
    Ernesto Exposito
    Khalil Drira
    Marcos Da Silveira
    Cédric Pruski
    Journal of Medical Systems, 2015, 39
  • [10] Big Data Analytics and Processing Platform in Czech Republic Healthcare
    Stufi, Martin
    Bacic, Boris
    Stoimenov, Leonid
    APPLIED SCIENCES-BASEL, 2020, 10 (05):