An Approach to Creating an Intelligent System for Detecting and Countering Inappropriate Information on the Internet

被引:1
|
作者
Vitkova, Lidiya [1 ]
Saenko, Igor [1 ]
Tushkanova, Olga [1 ,2 ]
机构
[1] SPIIRAS, 39,14 Liniya, St Petersburg 199178, Russia
[2] SPbPU, 29 Politekh Skaya St, St Petersburg 195251, Russia
来源
关键词
Inappropriate information; Internet; Machine learning; Big data; Classifier;
D O I
10.1007/978-3-030-32258-8_29
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Currently, the Internet is becoming one of the most dangerous threats to personal, public and state information security. Therefore, the task of detecting and counteracting inappropriate information in digital network content becomes of national importance. The paper offers a new approach to creating an intelligent system for detecting and counteracting inappropriate information on the Internet based on the use of machine learning methods and processing of big data and describes the architecture of such a system. Experimental evaluation of one of the most important system components, which is the component of multidimensional evaluation and categorization of information objects in single-threaded and multi-threaded modes showed high efficiency of using various classifiers included in the Python Scikit-learn and Spark MLlib libraries to solve the problem.
引用
收藏
页码:244 / 254
页数:11
相关论文
共 50 条
  • [1] The intelligent system for detection and counteraction of malicious and inappropriate information on the Internet
    Kotenko, Igor
    Vitkova, Lidiya
    Saenko, Igor
    Tushkanova, Olga
    Branitskiy, Alexander
    [J]. AI COMMUNICATIONS, 2020, 33 (01) : 13 - 25
  • [2] An Approach to Intelligent Distributed Scanning and Analytical Processing of the Internet Inappropriate Information
    Branitskiy, Alexander
    Fedorchenko, Andrey
    Kotenko, Igor
    Saenko, Igor
    [J]. PROCEEDINGS OF THE 2019 10TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS - TECHNOLOGY AND APPLICATIONS (IDAACS), VOL. 1, 2019, : 146 - 151
  • [3] Initiatives and Challenges in Countering inappropriate Internet Use
    Rojanakul, Kittichote
    Liang, Hu
    [J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT, VOL 2, 2009, : 516 - 520
  • [4] New approach to the intelligent search for information on the Internet
    Zhu, M.
    Wang, J.P.
    Cai, Q.S.
    [J]. Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2001, 38 (01):
  • [5] Countering Service Information Challenges in the Internet of Services
    Oberle, Daniel
    Bhatti, Nadeem
    Brockmans, Saartje
    Niemann, Michael
    Janiesch, Christian
    [J]. BUSINESS & INFORMATION SYSTEMS ENGINEERING, 2009, 1 (05) : 370 - +
  • [6] Countering Service Information Challenges in the Internet of Services
    Daniel Oberle
    Nadeem Bhatti
    Saartje Brockmans
    Michael Niemann
    Christian Janiesch
    [J]. Business & Information Systems Engineering, 2009, 1 : 370 - 390
  • [7] An intelligent information system for detecting web commerce transactions
    Anagnostopoulos, I
    Kouzas, G
    Anagnostopoulos, C
    [J]. ADVANCES IN WEB INTELLIGENCE, PROCEEDINGS, 2005, 3528 : 38 - 43
  • [8] Intelligent Information System for Product Promotion in Internet Market
    Lipianina-Honcharenko, Khrystyna
    Wolff, Carsten
    Sachenko, Anatoliy
    Desyatnyuk, Oksana
    Sachenko, Svitlana
    Kit, Ivan
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (17):
  • [9] Bookmark. an intelligent internet information service system
    Liu, Bin
    Lu, Zengxizng
    Qu, Yan
    Feng, Ao
    Lu, Haiming
    [J]. Gaojishu Tongxin/High Technology Letters, 1999, 9 (06): : 38 - 42
  • [10] Intelligent Recommendation System for Countering Network Attacks
    I. A. Goretskii
    D. S. Lavrova
    [J]. Automatic Control and Computer Sciences, 2024, 58 (8) : 1386 - 1391