Concepedia

Deep Learning-based Malware Detection

Deep Learning-Based Malware Detection is a computational methodology within the field of malware analysis that employs deep neural networks to automatically identify and classify malicious software by learning hierarchical representations of raw or processed program data, distinguishing itself from traditional detection techniques through its reliance on data-driven feature extraction and complex nonlinear modeling.

783

Publications

53.5K

Citations

2.4K

Authors

806

Institutions

Publications per year

2017–2026

757

Parents

Publications

783

DeepXplore

Kexin Pei, Yinzhi Cao, Junfeng Yang et al. · 2017 · 1.2K citations · Full text

, , +17

Malware traffic classification using convolutional neural network for representation learning

Wei Wang, Ming Zhu, Xuewen Zeng et al. · 2017 · 1K citations

, , +17

Deep neural network based malware detection using two dimensional binary program features

Joshua Saxe, Konstantin Berlin · 2015 · 680 citations

, , +14

The rise of machine learning for detection and classification of malware: Research developments, trends and challenges

Daniel Gibert, Carles Mateu, Jordi Planes · Journal of Network and Computer Applications · 2020 · 605 citations · Full text

, , +14

Detection of Malicious Code Variants Based on Deep Learning

Zhihua Cui, Fei Xue, Xingjuan Cai et al. · IEEE Transactions on Industrial Informatics · 2018 · 604 citations

, , +15

1–5 of 783

Authors

2.4K

  1. MA
    Mamoun Alazab

    Charles Darwin University, Australia

    12 publications · 2.1K citations

    12

    h-index

  2. RV
    R. Vinayakumar

    Amrita Vishwa Vidyapeetham, India

    11 publications · 1.4K citations

    11

    h-index

  3. PP
    Prabaharan Poornachandran

    Amrita Vishwa Vidyapeetham, India

    10 publications · 1.1K citations

    10

    h-index

  4. FU
    Farhan Ullah

    Northwestern Polytechnical University, China

    9 publications · 714 citations

    9

    h-index

  5. VR
    Vinayakumar Ravi

    Prince Mohammad bin Fahd University, Saudi Arabia

    9 publications · 591 citations

    9

    h-index

1–5 of 2.4K

Institutions

806

  1. Amrita Vishwa Vidyapeetham

    Coimbatore, India

    18 h-index

    56 publications

    4.9K citations

  2. Institute of Information Engineering

    Beijing, China

    16 h-index

    79 publications

    3.4K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    16 h-index

    54 publications

    2K citations

  4. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    61 publications

    5.7K citations

  5. The University of Texas at San Antonio

    San Antonio, United States

    16 h-index

    18 publications

    1.8K citations

  6. Sichuan University

    Chengdu, China

    14 h-index

    45 publications

    3.8K citations

  7. Shiraz University

    Shiraz, Iran

    12 h-index

    30 publications

    2.1K citations

  8. Prince Mohammad bin Fahd University

    Khobar, Saudi Arabia

    11 h-index

    16 publications

    1.1K citations

1–8 of 806

Venues

  1. Computers & Security

    45 publications · 4.5K citations

    36

    h-index

  2. IEEE Access

    45 publications · 4.1K citations

    33

    h-index

  3. arXiv (Cornell University)

    Repository · 42 publications · 2.4K citations

    23

    h-index

  4. Applied Sciences

    16 publications · 578 citations

    16

    h-index

  5. Security and Communication Networks

    14 publications · 615 citations

    14

    h-index

1–5