A zero-day resistant malware detection method for securing Cloud using SVM and Sandboxing Techniques

被引:0
|
作者
Kumar, Saket [1 ]
Singh, Chandra Bhim Bhan [1 ]
机构
[1] Natl Inst Technol Kurukshetra, Dept Comp Engn, Kurukshetra, Haryana, India
关键词
Cloud Computing; Machine Learning; SVM; n-class SVM; Zero-day resistance;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cloud now a day has become the backbone of the IT infrastructure. Whole of the infrastructure is now being shifted to the clouds, and as the cloud involves all of the networking schemes and the OS images, it inherits all of the vulnerabilities too. And hence securing them is one of our very prior concerns. Malwares are one of the many other problems that have ever growing and hence need to be eradicated from the system. The history of malwares go long back in time since the advent of computers and hence a lot of techniques has also been already devised to tackle with the problem in some or other way. But most of them fall short in some or other way or are just too heavy to execute on a simple user machine. Our approach devises a 3 - phase exhaustive technique which confirms the detection of any kind of malwares from the host. It also works for the zero-day attacks that are really difficult to cover most times and can be of really high-risk at times. We have thought of a solution to keep the things light weight for the user.
引用
收藏
页码:1397 / 1402
页数:6
相关论文
共 50 条
  • [21] Zero-day malware detection based on supervised learning algorithms of API call signatures
    Alazab, Mamoun
    Venkatraman, Sitalakshmi
    Watters, Paul
    Alazab, Moutaz
    Conferences in Research and Practice in Information Technology Series, 2010, 121 : 171 - 182
  • [22] Adversarial Variational Modality Reconstruction and Regularization for Zero-Day Malware Variants Similarity Detection
    Molloy, Christopher
    Banks, Jeremy
    Ding, Steven H. H.
    Charland, Philippe
    Walenstein, Andrew
    Li, Litao
    2022 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2022, : 1131 - 1136
  • [23] Image-Based Zero-Day Malware Detection in IoMT Devices: A Hybrid AI-Enabled Method
    He, Zhangying
    Sayadi, Hossein
    2023 24TH INTERNATIONAL SYMPOSIUM ON QUALITY ELECTRONIC DESIGN, ISQED, 2023, : 82 - 89
  • [24] Anomaly Detection of Zero-Day Attacks Based on CNN and Regularization Techniques
    Ibrahim Hairab, Belal
    Aslan, Heba K.
    Elsayed, Mahmoud Said
    Jurcut, Anca D.
    Azer, Marianne A.
    ELECTRONICS, 2023, 12 (03)
  • [25] Utilising Deep Learning Techniques for Effective Zero-Day Attack Detection
    Hindy, Hanan
    Atkinson, Robert
    Tachtatzis, Christos
    Colin, Jean-Noel
    Bayne, Ethan
    Bellekens, Xavier
    ELECTRONICS, 2020, 9 (10) : 1 - 16
  • [26] Optimal Weighted Voting-Based Collaborated Malware Detection for Zero-Day Malware: A Case Study on VirusTotal and MalwareBazaar
    Okazaki, Naonobu
    Usuzaki, Shotaro
    Waki, Tsubasa
    Kawagoe, Hyoga
    Park, Mirang
    Yamaba, Hisaaki
    Aburada, Kentaro
    FUTURE INTERNET, 2024, 16 (08)
  • [27] Social Media Zero-Day Attack Detection Using TensorFlow
    Topcu, Ahmet Ercan
    Alzoubi, Yehia Ibrahim
    Elbasi, Ersin
    Camalan, Emre
    ELECTRONICS, 2023, 12 (17)
  • [28] When Machine Learning Meets Hardware Cybersecurity: Delving into Accurate Zero-Day Malware Detection
    He, Zhangying
    Miari, Tahereh
    Makrani, Hosein Mohammadi
    Aliasgari, Mehrdad
    Homayoun, Houman
    Sayadi, Hossein
    PROCEEDINGS OF THE 2021 TWENTY SECOND INTERNATIONAL SYMPOSIUM ON QUALITY ELECTRONIC DESIGN (ISQED 2021), 2021, : 85 - 90
  • [29] PlausMal-GAN: Plausible Malware Training Based on Generative Adversarial Networks for Analogous Zero-Day Malware Detection
    Won, Dong-Ok
    Jang, Yong-Nam
    Lee, Seong-Whan
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2023, 11 (01) : 82 - 94
  • [30] A Reinforcement Learning-Based Approach for Detection Zero-Day Malware Attacks on IoT System
    Ngo, Quoc-Dung
    Nguyen, Quoc-Huu
    ARTIFICIAL INTELLIGENCE TRENDS IN SYSTEMS, VOL 2, 2022, 502 : 381 - 394