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A novel approach for DDoS attacks detection in COVID-19 scenario for small entrepreneurs

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  • Gaurav, Akshat
  • Gupta, Brij B.
  • Panigrahi, Prabin Kumar

Abstract

The current COVID-19 issue has altered the way of doing business. Now that most customers prefer to do business online, many companies are shifting their business models, which attracts cyber attackers to launch several kinds of cyberattacks against commercial companies simultaneously. The most common and lethal DDoS attack disables the victim’s online resources. While large businesses can afford defensive measures against DDoS assaults, the situation is different for new entrepreneurs. Their lack of security resources restricts their ability to ward off DDoS attacks. Here, we aim to highlight the problems that prospective entrepreneurs should be aware of before joining the business, followed by a filtering mechanism that efficiently identifies DDoS assaults in the COVID-19 scenario, which is the subject of our research. The suggested approach employs statistical and machine learning techniques to discriminate between DDoS attack data and regular communication. Our suggested framework is cost-effective and identifies DDoS attack traffic with a 92.8% accuracy rate.

Suggested Citation

  • Gaurav, Akshat & Gupta, Brij B. & Panigrahi, Prabin Kumar, 2022. "A novel approach for DDoS attacks detection in COVID-19 scenario for small entrepreneurs," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    • Handle: RePEc:eee:tefoso:v:177:y:2022:i:c:s0040162522000865
    DOI: 10.1016/j.techfore.2022.121554
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    References listed on IDEAS

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    1. Aakanksha Tewari & Brij B. Gupta, 2020. "Secure Timestamp-Based Mutual Authentication Protocol for IoT Devices Using RFID Tags," International Journal on Semantic Web and Information Systems (IJSWIS), IGI Global, vol. 16(3), pages 20-34, July.
    2. Papadopoulos, Thanos & Baltas, Konstantinos N. & Balta, Maria Elisavet, 2020. "The use of digital technologies by small and medium enterprises during COVID-19: Implications for theory and practice," International Journal of Information Management, Elsevier, vol. 55(C).
    3. Anupama Mishra & Neena Gupta & B. B. Gupta, 2021. "Defense mechanisms against DDoS attack based on entropy in SDN-cloud using POX controller," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 77(1), pages 47-62, May.
    4. Maroufkhani, Parisa & Tseng, Ming-Lang & Iranmanesh, Mohammad & Ismail, Wan Khairuzzaman Wan & Khalid, Haliyana, 2020. "Big data analytics adoption: Determinants and performances among small to medium-sized enterprises," International Journal of Information Management, Elsevier, vol. 54(C).
    5. Jalal S. Alowibdi & Abdulrahman A. Alshdadi & Ali Daud & Mohamed M. Dessouky & Essa Ali Alhazmi, 2021. "Coronavirus Pandemic (COVID-19): Emotional Toll Analysis on Twitter," International Journal on Semantic Web and Information Systems (IJSWIS), IGI Global, vol. 17(2), pages 1-21, April.
    6. Gupta, Prashant & Seetharaman, A. & Raj, John Rudolph, 2013. "The usage and adoption of cloud computing by small and medium businesses," International Journal of Information Management, Elsevier, vol. 33(5), pages 861-874.
    7. Yeniman Yildirim, Ebru & Akalp, Gizem & Aytac, Serpil & Bayram, Nuran, 2011. "Factors influencing information security management in small- and medium-sized enterprises: A case study from Turkey," International Journal of Information Management, Elsevier, vol. 31(4), pages 360-365.
    8. Ganeshayya Ishwarayya Shidaganti & Amogh Shreedhar Inamdar & Sindhuja V. Rai & Anagha M. Rajeev, 2020. "SCEF: A Model for Prevention of DDoS Attacks From the Cloud," International Journal of Cloud Applications and Computing (IJCAC), IGI Global, vol. 10(3), pages 67-80, July.
    9. Yu Che & Bin Zhang, 2019. "Contextual Determinants of E-Entrepreneurship: Opportunities and Challenges," International Journal on Semantic Web and Information Systems (IJSWIS), IGI Global, vol. 15(3), pages 1-15, July.
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