Open-source intelligence: a comprehensive review of the current state, applications and future perspectives in cyber security

被引:7
|
作者
Yadav, Ashok [1 ]
Kumar, Atul [2 ]
Singh, Vrijendra [1 ]
机构
[1] Indian Inst Informat Technol Allahabad, Dept Informat Technol, Prayagraj 211015, Uttar Pradesh, India
[2] Data Secur Council India, New Delhi 110025, India
关键词
Artificial intelligence; Open-source intelligence; Cyber security; Public data; Social networks; Deep learning; OSINT;
D O I
10.1007/s10462-023-10454-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The volume of data generated by today's digitally connected world is enormous, and a significant portion of it is publicly available. These data sources are web archives, public databases, and social networks such as Facebook, Twitter, LinkedIn, Emails, Telegrams, etc. Open-source intelligence (OSINT) extracts information from a collection of publicly available and accessible data. OSINT can provide a solution to the challenges in extracting and gathering intelligence from various publicly available information and social networks. OSINT is currently expanding at an incredible rate, bringing new artificial intelligence-based approaches to address issues of national security, political campaign, the cyber industry, criminal profiling, and society, as well as cyber threats and crimes. In this paper, we have described the current state of OSINT tools/techniques and the state of the art for various applications of OSINT in cyber security. In addition, we have discussed the challenges and future directions to develop autonomous models. These models can provide solutions for different social network-based security, digital forensics, and cyber crime-based problems using various machine learning (ML), deep learning (DL) and artificial intelligence (AI) with OSINT.
引用
收藏
页码:12407 / 12438
页数:32
相关论文
共 50 条
  • [41] Artificial Intelligence for Psychotherapy: A Review of the Current State and Future Directions
    Beg, Mirza Jahanzeb
    Verma, Mohit
    M., Vishvak Chanthar K. M.
    Verma, Manish Kumar
    INDIAN JOURNAL OF PSYCHOLOGICAL MEDICINE, 2024,
  • [42] A systematic review on research utilising artificial intelligence for open source intelligence (OSINT) applications
    Browne, Thomas Oakley
    Abedin, Mohammad
    Chowdhury, Mohammad Jabed Morshed
    INTERNATIONAL JOURNAL OF INFORMATION SECURITY, 2024, 23 (04) : 2911 - 2938
  • [43] Current state and future prospects of artificial intelligence in ophthalmology: a review
    Hogarty, Daniel T.
    Mackey, David A.
    Hewitt, Alex W.
    CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY, 2019, 47 (01): : 128 - 139
  • [44] Therapeutic Potential of Cannabis: A Comprehensive Review of Current and Future Applications
    Leinen, Zach J.
    Mohan, Rahul
    Premadasa, Lakmini S.
    Acharya, Arpan
    Mohan, Mahesh
    Byrareddy, Siddappa N.
    BIOMEDICINES, 2023, 11 (10)
  • [45] Current trends of artificial intelligence and applications in digital pathology: A comprehensive review
    Goswami, Neelankit Gautam
    Karnad, Shreyas
    Sampathila, Niranjana
    Bairy, G. Muralidhar
    Chadaga, Krishnaraj
    Swathi, K. S.
    INTERNATIONAL JOURNAL OF ADVANCED AND APPLIED SCIENCES, 2023, 10 (12): : 29 - 41
  • [46] miRNA Studies in Glaucoma: A Comprehensive Review of Current Knowledge and Future Perspectives
    Dobrzycka, Margarita
    Sulewska, Anetta
    Biecek, Przemyslaw
    Charkiewicz, Radoslaw
    Karabowicz, Piotr
    Charkiewicz, Angelika
    Golaszewska, Kinga
    Milewska, Patrycja
    Michalska-Falkowska, Anna
    Nowak, Karolina
    Niklinski, Jacek
    Konopinska, Joanna
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2023, 24 (19)
  • [47] Uncovering the applications, developments, and future research directions of the open-source energy modelling system (OSeMOSYS): A systematic literature review
    Plazas-Niño, Fernando
    Tan, Naomi
    Howells, Mark
    Foster, Vivien
    Quirós-Tortós, Jairo
    Energy for Sustainable Development, 2025, 85
  • [48] Seaweed callus culture: A comprehensive review of current circumstances and future perspectives
    Chandimali, Nisansala
    Park, Eun Hyun
    Bak, Seon-Gyeong
    Lim, Hyung-Jin
    Won, Yeong-Seon
    Lee, Seung-Jae
    ALGAL RESEARCH-BIOMASS BIOFUELS AND BIOPRODUCTS, 2024, 77
  • [49] Latest trends of security and privacy in recommender systems: A comprehensive review and future perspectives
    Himeur, Yassine
    Sohail, Shahab Saquib
    Bensaali, Faycal
    Amira, Abbes
    Alazab, Mamoun
    COMPUTERS & SECURITY, 2022, 118
  • [50] Review of immunohistochemistry techniques: Applications, current status, and future perspectives
    Mebratie, Dinku Yigzaw
    Dagnaw, Gashaw Getaneh
    SEMINARS IN DIAGNOSTIC PATHOLOGY, 2024, 41 (03) : 154 - 160