Big Data Analytics in Healthcare: Case Study - Miscarriage Prediction

被引:2
|
作者
Asri, Hiba [1 ]
Mousannif, Hajar [2 ]
Al Moatassime, Hassan [1 ]
机构
[1] Cadi Ayyad Univ, Fac Sci & Technol, OSER Lab, Marrakech, Morocco
[2] Cadi Ayyad Univ, Fac Siences Semlalia, LISI Lab, Marrakech, Morocco
关键词
Big Data; Cluster; Data Mining; Databricks; Kmeans; Miscarriage Prediction; Spark; PREGNANCY; RISK; METAANALYSIS; STILLBIRTH;
D O I
10.4018/IJDST.2019100104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Sensors and mobile phones shine in the Big Data area due to their capabilities to retrieve a huge amount of real-time data; which was not possible previously. In the specific field of healthcare, we can now collect data related to human behavior and lifestyle for better understanding. This pushed us to benefit from such technologies for early miscarriage prediction. This research study proposes to combine the use of Big Data analytics and data mining models applied to smartphones real-time generated data. A K-means data mining algorithm is used for clustering the dataset and results are transmitted to pregnant woman to make quick decisions; with the intervention of her doctor; through an android mobile application that we created. As well, she receives recommendations based on her behavior. We used real-world data to validate the system and assess its performance and effectiveness. Experiments were made using the Big Data Platform Databricks.
引用
收藏
页码:45 / 58
页数:14
相关论文
共 50 条
  • [41] Big Data Analytics in Healthcare Using Machine Learning Algorithms: A Comparative Study
    Akundi, Sai Hanuman
    Soujanya, R.
    Madhuri, P. M.
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2020, 16 (13) : 19 - 32
  • [42] A Look at Challenges and Opportunities of Big Data Analytics in Healthcare
    Nambiar, Raghunath
    Sethi, Adhiraaj
    Bhardwaj, Ruchie
    Vargheese, Rajesh
    2013 IEEE INTERNATIONAL CONFERENCE ON BIG DATA, 2013,
  • [43] Value and organisational implications of big data and advanced analytics in healthcare: a case survey analysis
    Mehta, Nishita
    Shukla, Sharvari
    INTERNATIONAL JOURNAL OF HEALTHCARE TECHNOLOGY AND MANAGEMENT, 2022, 19 (01) : 15 - 36
  • [44] Comparitive Study on Healthcare Prediction systems using Big Data
    Kaul, Chaitanya
    Kaul, Ashmin
    Verma, Saurav
    2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
  • [45] A comprehensive study of data intelligence in the context of big data analytics
    Banchhor, Chitrakant
    Srinivasu, N.
    WEB INTELLIGENCE, 2022, 20 (01) : 53 - 66
  • [46] Examining the impact of cultural values on the adoption of big data analytics in healthcare organizations
    Alzaabi, Hind Mubarak
    Alawadhi, Mohamed Abdulla
    Ahmad, Syed Zamberi
    DIGITAL POLICY REGULATION AND GOVERNANCE, 2023, 25 (05) : 460 - 479
  • [47] Distributed data networks: a blueprint for Big Data sharing and healthcare analytics
    Popovic, Jennifer R.
    ANNALS OF THE NEW YORK ACADEMY OF SCIENCES, 2017, 1387 (01) : 105 - 111
  • [48] Data Lake: A Case of Study of a Big Data Analytics Architecture for Public Procurements
    Sosa, David
    Paciello, Julio
    2021 EIGHT INTERNATIONAL CONFERENCE ON EDEMOCRACY & EGOVERNMENT (ICEDEG), 2021, : 194 - 198
  • [49] Time Series Data Mining: A Case Study With Big Data Analytics Approach
    Wang, Fang
    Li, Menggang
    Mei, Yiduo
    Li, Wenrui
    IEEE ACCESS, 2020, 8 : 14322 - 14328
  • [50] Runoff prediction using Big Data analytics based on ARIMA Model
    Dhote, Vijay
    SatanandMishra
    Shukla, Jai Prakash
    Pandey, S. K.
    INDIAN JOURNAL OF GEO-MARINE SCIENCES, 2018, 47 (11) : 2163 - 2170