Big Data Analytics and Deep Learning Based Sentiment Analysis System for Sales Prediction

被引:3
|
作者
Khatiwada, Aamod [1 ]
Kadariya, Pradeep [1 ]
Agrahari, Sandip [1 ]
Dhakal, Rabin [2 ]
机构
[1] Tribhuvan Univ, Inst Engn, Dept Elect & Comp Engn, Thapathali Campus, Kathmandu, Nepal
[2] Texas Tech Univ, Dept Mech Engn, Lubbock, TX 79409 USA
关键词
Big Data; Deep Learning; Sentiment Analysis;
D O I
10.1109/punecon46936.2019.9105719
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This research is the addition to the steps of making online business more user-friendly, interactive and output-oriented. The online marketing and sales of the products increase significantly if the opinion of the public for the product is analyzed intermittently. As the trend in today's date is that people update their response to the products faced by them in day-to-day life immediately in the social media, the developed system provides the platform for the large-scale producers to inspect how the consumers are responding to their products. The concept of Big Data Analysis is used for data collection, pre-processing and data analysis. A model is obtained by training the available Data using Deep Learning, which is used for the determination of sentiment values of the collected comments. Finally, the python libraries are used for the visualization of the results of Sentiment analysis and other obtained information.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Urban Color Perception and Sentiment Analysis Based on Deep Learning and Street View Big Data
    Yu, Mingyang
    Zheng, Xiangyu
    Qin, Pinrui
    Cui, Weikang
    Ji, Qingrui
    APPLIED SCIENCES-BASEL, 2024, 14 (20):
  • [22] Analysis on Sentiment Analytics Using Deep Learning Techniques
    Anusha, M.
    Leelavathi, R.
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 542 - 547
  • [23] Big Data Analysis and Decision Support System Based on Deep Learning
    Yan Y.
    Yang H.
    Computer-Aided Design and Applications, 2024, 21 (S13): : 62 - 74
  • [24] Big Data Analytics: Deep Content-Based Prediction with Sampling Perspective
    Albattah W.
    Albahli S.
    Computer Systems Science and Engineering, 2023, 45 (01): : 531 - 544
  • [25] Deep learning applications and challenges in big data analytics
    Najafabadi M.M.
    Villanustre F.
    Khoshgoftaar T.M.
    Seliya N.
    Wald R.
    Muharemagic E.
    Journal of Big Data, 2 (1)
  • [26] Deep learning in big data Analytics: A comparative study
    Jan, Bilal
    Farman, Haleem
    Khan, Murad
    Imran, Muhammad
    Ul Islam, Ihtesham
    Ahmad, Awais
    Ali, Shaukat
    Jeon, Gwanggil
    COMPUTERS & ELECTRICAL ENGINEERING, 2019, 75 : 275 - 287
  • [27] Deep learning for intelligent systems and big data analytics
    Agarwal, Basant
    Recent Patents on Engineering, 2020, 14 (03) : 392 - 393
  • [28] Deep Incremental Learning for Big Data Stream Analytics
    Alex, Suja A.
    Nayahi, J. Jesu Vedha
    PROCEEDING OF THE INTERNATIONAL CONFERENCE ON COMPUTER NETWORKS, BIG DATA AND IOT (ICCBI-2018), 2020, 31 : 600 - 614
  • [29] Deep learning based sentiment classification on user-generated big data
    Kumar A.
    Jaiswal A.
    Jaiswal, Arunima (arunimajaiswal@gmail.com), 1600, Bentham Science Publishers (13): : 1047 - 1056
  • [30] Exploiting Deep Learning for Wind Power Forecasting Based on Big Data Analytics
    Mujeeb, Sana
    Alghamdi, Turki Ali
    Ullah, Sameeh
    Fatima, Aisha
    Javaid, Nadeem
    Saba, Tanzila
    APPLIED SCIENCES-BASEL, 2019, 9 (20):