Neural network forecasting of news feeds

被引:4
|
作者
Osipov, Vasiliy [1 ]
Kuleshov, Sergey [1 ]
Zaytseva, Alexandra [1 ]
Levonevskiy, Dmitriy [1 ]
Miloserdov, Dmitriy [1 ]
机构
[1] Russian Acad Sci SPIIRAS, St Petersburg Inst Informat & Automat, 39,14 Line, St Petersburg 199178, Russia
关键词
Forecasting; News feeds; Recurrent neural networks; EXTRACTION; PREDICTION;
D O I
10.1016/j.eswa.2020.114521
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper considers a problem of forecasting of news feeds content. Analysis of existing approaches to this problem solution reveals the need for development of methods with enhanced forecasting capabilities. A method is proposed with expanded accounting for space and time relationships of the processed data. The method is revealed through an example of a neural network forecasting system that implements it. Implementation includes data retrieval from news feeds, their special preprocessing, coding and forecasting of words sets and their interconnections, followed by highlighting news topics and describing the of news feeds content. Some variants of stream recurrent neural networks with spiral layer structures were investigated with due regard to their forecasting capabilities under direction and strength control of the associative call of signals from the network memory. The paper also presents and discusses experimental results, a description of the methodological contribution and recommendations on the method practical application.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] The Performance of Graph Neural Network in Detecting Fake News from Social Media Feeds
    Shovon, Iftekharul Islam
    Shin, Seokjoo
    2023 INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING, ICOIN, 2023, : 560 - 564
  • [2] Stochastic Diffusion Model for Analysis of Dynamics and Forecasting Events in News Feeds
    Zhukov, Dmitry
    Andrianova, Elena
    Trifonova, Olga
    SYMMETRY-BASEL, 2021, 13 (02): : 1 - 23
  • [3] Forecasting the CPI using a hybrid SARIMA and neural network model with web news articles
    Yuan, Hui
    Zhang, Dailing
    Xu, Wei
    Wang, Mingming
    Dong, Wenda
    2013 SIXTH INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING (BIFE), 2014, : 84 - 88
  • [4] Stock price forecasting and news sentiment analysis model using artificial neural network
    Yadav S.
    Suhag R.S.
    Sriram K.V.
    International Journal of Business Intelligence and Data Mining, 2021, 19 (01) : 113 - 133
  • [5] Neural Network for Traffic Forecasting
    Jiang, Weiwei
    ALGORITHMS, 2023, 16 (09)
  • [6] A Comparison on Neural Network Forecasting
    Ong, Hong-Choon
    Chan, Shin-Yue
    CIRCUITS, SYSTEM AND SIMULATION, 2011, 7 : 56 - 60
  • [7] Forecasting unemployment with a neural network
    Aiken, M
    Vanjani, M
    Motiwalla, L
    DECISION SCIENCES INSTITUTE 1998 PROCEEDINGS, VOLS 1-3, 1998, : 702 - 702
  • [8] Personal News RSS Feeds Generation Using Existing News Feeds
    Liu, Bin
    Han, Hao
    Noro, Tomoya
    Tokuda, Takehiro
    WEB ENGINEERING, PROCEEDINGS, 2009, 5648 : 419 - 433
  • [9] Balanced News Neural Network for a News Recommender System
    Raza, Shaina
    Bashir, Syed Raza
    Liu, Dora D.
    Naseem, Usman
    21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS ICDMW 2021, 2021, : 65 - 74
  • [10] Adaptive neural network for wave forecasting
    Vlachos, DS
    Papadopoulos, A
    BUILDING THE EUROPEAN CAPACITY IN OPERATIONAL OCEANOGRAPHY, PROCEEDINGS, 2003, 69 : 403 - 406