MACHINE LEARNING APPROACH TO DETECT ANDROID MALWARES
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 5, Issue 3
Abstract
Mobile phone industry is growing at rapid speed .These mobile phones are running on diiferent platform such as JAVA, Android, IOS, Sysmbian and others. Out all these platforms Android cover maximum share amount Smartphone platform. Android platforms supports millions of applications that can be download from various repositories such as google play. These applications are installed and used. The applications present in these repository may be malicious which leady to security problems using these application. In this paper an effective approach has been proposed for detection of the malicious application based on the permission groups. In proposed work, binary classification of applications are carried out into two label i.e. Benign and malicious one. In this developed approach the distinguished features are evaluated and filtered out using features evaluation technique such as Information gain, Gain ratio, Gini Index, Chi-square test. Finally based on the features evaluated the classification is done using supervised machine learning techniques.
Authors and Affiliations
Nikita Rai
Keywords
Related Articles
- EP ID EP90542
- DOI 10.5281/zenodo.47585
- Views 79
- Downloads 0
A NOVEL APPROACH FOR HYPERSPECTRAL IMAGE SEGMENTATION USING BINARY PARTITION TREE
In this paper, we are doing the segmentation of hyperspectral image using the binary partition tree. Hyper spectral imaging has enabled the characterization of regions based on their spectral properties. Segmentat...
A SURVEY ON LINK PREDICTION WITH OR WITHOUT TIME AWARE FEATURE IN SOCIAL NETWORK
Online network systems have become popular in many social, biological and information system in recent year. Much research has been done in social network, which is increasingly growing and form a large complex ne...
Study of Data Warehouse Architecture
Data warehousing is the essential elements of decision support, which has increasingly become a focus of the database industry. Many commercial products and services are now available, and all of the principal database...
SOIL STABILIZATION USING ROCK DUST AND SLUDGE
The combined effects of two wastes Sludge and Rock dust on, compaction characteristics, California Bearing Ratio (CBR), Shear strength parameters and Swelling pressure of an expansive soil have been discussed in t...
DAC: Generic and Automatic Address Configuration for Data Center Networks
DAC, a generic and automatic Data center Address Configuration system. With an automatically generated blueprint that defines the connections of servers and switches labeled by logical Ids, e.g., IP addresses, DAC first...