A Case-Based Reasoning Approach for the Cybersecurity Incident Recording and Resolution

被引:5
|
作者
Nunes, Raul Ceretta [1 ]
Colome, Marcelo [1 ]
Barcelos, Fabio Andre [1 ]
Garbin, Marcelo [1 ]
Paulus, Gustavo Bathu [1 ]
De Lima Silva, Luis Alvaro [1 ]
机构
[1] Univ Fed Santa Maria, Appl Comp Dept, Av Roraima 1000, BR-97105900 Santa Maria, RS, Brazil
关键词
Cybersecurity; information security; case-based reasoning; MANAGEMENT;
D O I
10.1142/S021819401940014X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intelligent computing techniques have a paramount importance to the treatment of cybersecurity incidents. In such Artificial Intelligence (AI) context, while most of the algorithms explored in the cybersecurity domain aim to present solutions to intrusion detection problems, these algorithms seldom approach the correction procedures that are explored in the resolution of cybersecurity incident problems that already took place. In practice, knowledge regarding cybersecurity resolution data and procedures is being under-used in the development of intelligent cybersecurity systems, sometimes even lost and not used at all. In this context, this work proposes the Case-based Cybersecurity Incident Resolution System (CCIRS), a system that implements an approach to integrate case-based reasoning (CBR) techniques and the IODEF standard in order to retain concrete problem-solving experiences of cybersecurity incident resolution to be reused in the resolution of new incidents. Different types of experimental results so far obtained with the CCIRS show that information security knowledge can be retained with our approach in a reusable memory improving the resolution of new cybersecurity problems.
引用
收藏
页码:1607 / 1627
页数:21
相关论文
共 50 条
  • [41] Optimizing clinical practice with case-based reasoning approach
    Dussart, Claude
    Pommier, Pascal
    Siranyan, Valerie
    Grelaud, Gilles
    Dussart, Sophie
    JOURNAL OF EVALUATION IN CLINICAL PRACTICE, 2008, 14 (05) : 718 - 720
  • [42] Marathon Race Planning: A Case-Based Reasoning Approach
    Smyth, Barry
    Cunningham, Padraig
    PROCEEDINGS OF THE TWENTY-SEVENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2018, : 5364 - 5368
  • [43] A case-based reasoning approach for invoice structure extraction
    Hamza, Hatem
    Belaied, Yolande
    Belaied, Abdel
    ICDAR 2007: NINTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS I AND II, PROCEEDINGS, 2007, : 327 - 331
  • [44] A Case-Based Reasoning Approach for Facilitating Online Discussions
    Gu, Wen
    Moustafa, Ahmed
    Ito, Takayuki
    Zhang, Minjie
    Yang, Chunsheng
    PRICAI 2019: TRENDS IN ARTIFICIAL INTELLIGENCE, PT III, 2019, 11672 : 582 - 592
  • [45] Cases and dialectical arguments - An approach to case-based reasoning
    Roth, B
    Verheij, B
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS 2004: OTM 2004 WORKSHOPS, PROCEEDINGS, 2004, 3292 : 634 - +
  • [46] Hypertension Detection Using a Case-Based Reasoning Approach
    Hsu, Kuang-Hung
    Chiu, Chaochang
    Chiu, Nan-Hsing
    Lee, Po-Chi
    Chiu, Wen-Ko
    Liu, Thu-Hua
    Juang, Yi-Chou
    Hwang, Chorng-Jer
    Hsu, Chi-I
    NEW ADVANCES IN INTELLIGENT DECISION TECHNOLOGIES, 2009, 199 : 255 - 263
  • [47] A case-based reasoning approach to business failure prediction
    Yip, AYN
    Deng, HP
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2003, 2773 : 1075 - 1080
  • [48] A case-based reasoning approach for design of machining fixture
    Hashemi, H. (heidar.hashemi63@gmail.com), 1600, Springer London (74): : 1 - 4
  • [49] A case-based reasoning approach for design of machining fixture
    Hashemi, Heidar
    Shaharoun, Awaluddin Mohamed
    Sudin, Izman
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2014, 74 (1-4): : 113 - 124
  • [50] Understanding transfer pricing: A case-based reasoning approach
    Curet, O
    Elliott, J
    EUROPEAN JOURNAL OF INFORMATION SYSTEMS, 1997, 6 (02) : 97 - 106