Big Data, Predictive Analytics and Machine Learning

被引:0
|
作者
Ongsulee, Pariwat [1 ]
Chotchaung, Veena [1 ]
Bamrungsi, Eak [1 ]
Rodcheewit, Thanaporn [1 ]
机构
[1] Siam Univ, Fac Sci, Dept Comp Sci, Bangkok, Thailand
关键词
Artificial Intelligence; machine learning; predictive analytics;
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
Nowadays, data is being generated by so many devices, therefore the term big data. This paper attempts to offer a broader definition of big data that captures its defining characteristics. This paper also reinforces the need to devise new tools for predictive analytics using machine learning which is a subset of artificial intelligence in the field of computer science that often uses statistical techniques to give computers the ability to "learn" (i.e., progressively improve performance on a specific task) with data, without being explicitly programmed. With the abundance of data, comes the prediction models along with the machine learning that has been trained, the executives will become better at their decision-making process.
引用
收藏
页码:37 / 42
页数:6
相关论文
共 50 条
  • [1] Big data Predictive Analytics for Apache Spark using Machine Learning
    Junaid, Muhammad
    Wagan, Shiraz Ali
    Qureshi, Nawab Muhammad Faseeh
    Nam, Choon Sung
    Shin, Dong Ryeol
    2020 GLOBAL CONFERENCE ON WIRELESS AND OPTICAL TECHNOLOGIES (GCWOT), 2020,
  • [2] Machine learning for big data analytics
    Oja, E. (erkki.oja@aalto.fi), 1600, Springer Verlag (384):
  • [3] Data Mining, Machine Learning, and Statistical Modeling for Predictive Analytics with Behavioral Big Data
    Arunkumar, M.
    Rajkumar, K.
    Jeyaseelan, W. r. salem
    Natraj, N. A.
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2025, 32 (01): : 72 - 77
  • [4] Big Data Analytics for Predictive System Maintenance Using Machine Learning Models
    Ngwa, Pius
    Ngaruye, Innocent
    ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS, 2023, 15 (01N02)
  • [5] Machine learning for Big Data analytics in plants
    Ma, Chuang
    Zhang, Hao Helen
    Wang, Xiangfeng
    TRENDS IN PLANT SCIENCE, 2014, 19 (12) : 798 - 808
  • [6] Machine Learning Technologies for Big Data Analytics
    Gandomi, Amir H.
    Chen, Fang
    Abualigah, Laith
    ELECTRONICS, 2022, 11 (03)
  • [7] Data Analytics and Machine Learning: Navigating the Big Data Landscape
    Sloboda, Brian W.
    INTERNATIONAL STATISTICAL REVIEW, 2024,
  • [8] Big data analytics and machine learning: 2015 and beyond
    Passos, Ives Cavalcante
    Mwangi, Benson
    Kapczinski, Flavio
    LANCET PSYCHIATRY, 2016, 3 (01): : 13 - 15
  • [9] Machine learning with big data analytics for cloud security
    Mohammad, Abdul Salam
    Pradhan, Manas Ranjan
    COMPUTERS & ELECTRICAL ENGINEERING, 2021, 96
  • [10] A SURVEY OF MACHINE LEARNING ALGORITHMS FOR BIG DATA ANALYTICS
    Athmaja, S.
    Hanumanthappa, M.
    Kavitha, Vasantha
    2017 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2017,