Semantics-aware android malware classification using weighted contextual api dependency graphs

M Zhang, Y Duan, H Yin, Z Zhao - … of the 2014 ACM SIGSAC conference …, 2014 - dl.acm.org
dependency graphs. To battle transformation attacks, we extract a weighted contextual API
dependency graph … and zero-day malware, we introduce graph similarity metrics to uncover …

[PDF][PDF] Semantics-aware Android malware classification using weighted contextual API dependency graphs.(2014)

M ZHANG, Y DUAN, H YIN… - Proceedings of the 21st …, 2014 - ink.library.smu.edu.sg
dependency graphs. To battle transformation attacks, we extract a weighted contextual API
dependency graph … and zero-day malware, we introduce graph similarity metrics to uncover …

Semantics-aware android malware classification

M Zhang, H Yin, M Zhang, H Yin - Android Application Security: A …, 2016 - Springer
… behaviors using Weighted Contextual API Dependency Graphs (WC-ADG). At a high level,
a WC-ADG consists of API operations where some of the operations have data dependencies

Enhancing state-of-the-art classifiers with api semantics to detect evolved android malware

X Zhang, Y Zhang, M Zhong, D Ding, Y Cao… - Proceedings of the …, 2020 - dl.acm.org
Semantics-aware Android Malware Classification Using Weighted Contextual API
Dependency Graphs. In Proceedings of the ACM SIGSAC Conference on Computer and …

[图书][B] Android Application Security: A Semantics and Context-Aware Approach

M Zhang, H Yin - 2016 - Springer
… to traditional semantics-aware approaches for desktop malware … within the context of Android
malware classification. We also … using Weighted Contextual API Dependency Graphs (WC-…

Detection, classification and characterization of android malware using api data dependency

Y Li, T Shen, X Sun, X Pan, B Mao - … 2015, Dallas, TX, USA, October 26-29 …, 2015 - Springer
… For malware classification, we need to know which malware family a … Semantics-aware
android malware classification using weighted contextual API dependency graphs. In: …

A novel Android malware detection method with API semantics extraction

H Yang, Y Wang, L Zhang, X Cheng, Z Hu - Computers & Security, 2024 - Elsevier
… In order to solve the serious difficulty in extracting API contextual information, we propose a
call graph optimization method. This approach removes nodes of unknown functions that can …

A multi-view context-aware approach to Android malware detection and malicious code localization

A Narayanan, M Chandramohan, L Chen… - Empirical Software …, 2018 - Springer
… roid uses a graph kernel to capture structural and contextual … (MKL) to find a weighted
combination of the views which yields … 2c that considering only the API dependencies, we could …

A knowledge graph-based sensitive feature selection for android malware classification

D Ma, Y Bai, Z Xing, L Sun, X Li - 2020 27th Asia-Pacific …, 2020 - ieeexplore.ieee.org
Semantics-aware android malware classification using weighted contextual api dependency
graphs. In Proceedings of the 2014 ACM SIGSAC conference on computer and …

DroidRadar: Android malware detection based on global sensitive graph embedding

Q Song, Y Zhang, J Yao - … on Trust, Security and Privacy in …, 2021 - ieeexplore.ieee.org
… for malware classification. • HinDroid explicitly defines different relationships of Android APIs
… may lead to inaccurate extraction of sensitive APIs and the weights of behavioral correlation …