Download Significant Permission Identification for Android Malware Detection complete Project Report.
Significant Permission Identification for Android Malware Detection complete Project Report – PDF Free Download
A recent report indicates that a newly developed malicious app for Android is introduced every 11 seconds. To combat this alarming rate of malware creation, we need a scalable malware detection approach that is effective and efficient. In this thesis, we introduce SigPID, a malware detection system based on permission analysis to cope with the rapid increase in the number of Android malware. Instead of analyzing all 135 Android permissions, our approach applies 3-level pruning by mining the permission data to identify only significant permissions that can be effective in distinguishing benign and malicious apps. Based on the identified significant permissions, SigPID utilizes classification algorithms to classify different families of malware and benign apps. Our evaluation finds that only 25% of permissions (34 out of 135 permissions) are significant. We then compare the performance of our approach, using only 25% of all permissions, against a baseline approach that analyzes all permissions. The results indicate that when Support Vector Machine (SVM) is used as the classifier, we can achieve over 90% of precision, recall, accuracy, and F-measure, which are about the same as those produced by the baseline approach.
Visitor Kindly Note : This website is created solely for the engineering students and graduates to download an engineering e-books, Competitive Study Notes & other Study materials for free of cost. LearnEngineering team try to Helping the students and others who cannot afford buying books is our aim. If You think this Study Material/Book is Useful, Please Get It Legally from the publishers & If you feel good Share this Website with Others.
Disclaimer : LearnEngineering does not own this book/materials, neither created nor scanned. we provide the links which is already available on the internet. For any quarries, Disclaimer are requested to kindly contact us, We assured you we will do our best. We DO NOT SUPPORT PIRACY, this copy was provided for students who are financially troubled but deserving to learn. Thank you
Link is Successfully Activated to save the Book/Material (PDF)
Kindly Note : For Security purpose (Spam Protections), You need to Verify the below Captcha to Active your Download Link.
Click below the link“DOWNLOAD” to save the Book/Material (PDF)
DOWNLOAD – Significant Permission Identification for Android Malware Detection – Free Download PDF
IS THIS MATERIAL IS HELPFUL, KINDLY SHARE IT
We need Your Support, Kindly Share this Web Page with Other Friends
If you have any Engg related project reports kindly share it with us, It will be useful to other friends & We Will Publish The Book Submitted By You Immediately Including The Book Credits (Your Name) Soon After We Receive It (If The Book Is Not Posted Already By Us)
A GOOD MATERIAL ALONG WITH WELL EXPLAINED REPORTS MAY LEADS TO GIVE A INNOVATIVE IDEAS FOR EVERY ENGINEERS.
WISHING EVERY PERSON WHO GETS THIS MATERIAL FROM OUR SITE ALL THE VERY BEST !!
DISCLAIMER : I am not the original publisher of this Project Report. This e-book/Material has been collected from other sources of net. Main aim Our Team is to share a more complete Project report with us in-order to get deep Knowledge in that Particular Topics.
Thank you for visiting my thread. Hope this post is helpful to you. Have a great day !
Kindly share this post with your friends to make this exclusive release more useful.