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
  • [31] Forecasting of Stock Market by Combining Machine Learning and Big Data Analytics
    Dhas, J. L. Joneston
    Vigila, S. Maria Celestin
    Star, C. Ezhil
    SOFT COMPUTING SYSTEMS, ICSCS 2018, 2018, 837 : 385 - 395
  • [32] Using Machine Learning and Big Data Analytics to Prioritize Outpatients in HetNets
    Hadi, Mohammed
    Lawey, Ahmed
    El-Gorashi, Taisir
    Elmirghani, Jaafar
    IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (IEEE INFOCOM 2019 WKSHPS), 2019, : 726 - 731
  • [33] A portfolio recommendation system based on machine learning and big data analytics
    Leung, Man-Fai
    Jawaid, Abdullah
    Ip, Sai-Wang
    Kwok, Chun-Hei
    Yan, Shing
    DATA SCIENCE IN FINANCE AND ECONOMICS, 2023, 3 (02): : 152 - 165
  • [34] Crowdsourcing dermatology: DataDerm, big data analytics, and machine learning technology
    Park, Andrew J.
    Ko, Justin M.
    Swerlick, Robert A.
    JOURNAL OF THE AMERICAN ACADEMY OF DERMATOLOGY, 2018, 78 (03) : 643 - 644
  • [35] Recent advances in Big Data Analytics, Internet of Things and Machine Learning
    Martis, Roshan Joy
    Gurupur, Varadraj Prabhu
    Lin, Hong
    Islam, Aminul
    Fernandes, Steven Lawrence
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 88 : 696 - 698
  • [36] Use of Machine Learning in Big Data Analytics for Insider Threat Detection
    Mayhew, Michael
    Atighetchi, Michael
    Adler, Aaron
    Greenstadt, Rachel
    2015 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2015), 2015, : 915 - 922
  • [37] Parallel and Distributed Machine Learning Algorithms for Scalable Big Data Analytics
    Bal, Henri
    Pal, Arindam
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 108 : 1159 - 1161
  • [38] Big data analytics and machine learning: A retrospective overview and bibliometric analysis
    Zhang, Justin Zuopeng
    Srivastava, Praveen Ranjan
    Sharma, Dheeraj
    Eachempati, Prajwal
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 184
  • [39] Big data analytics and classification of cardiovascular disease using machine learning
    Narejo, Sanam
    Shaikh, Anoud
    Memon, Mehak Maqbool
    Mahar, Kainat
    Aleem, Zonera
    Zardari, Bisharat
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2022, 43 (02) : 2025 - 2033
  • [40] A Theoretical Model for Big Data Analytics using Machine Learning Algorithms
    Sheshasaayee, Ananthi
    Lakshmi, J. V. N.
    PROCEEDING OF THE THIRD INTERNATIONAL SYMPOSIUM ON WOMEN IN COMPUTING AND INFORMATICS (WCI-2015), 2015, : 635 - 639