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Title: :  MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS
PaperId: :  20725
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 4 2023
DUI:    16.0415/IJARIIE-20725
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mr. Saurabh GaykePravara Rural Enginering College Loni
Ms. Puja DukrePravara Rural Enginering College Loni
Ms. Samruddhi RokadePravara Rural Enginering College Loni
Mr. Saurabh GavhanePravara Rural Enginering College Loni
Prof. Dr. M. R. BendrePravara Rural Enginering College Loni

Abstract

Computer Engineering
Android application, machine learning, malware detection, feature extraction, real-time detection, performance optimization.
The rapid development of Android applications raised worries about the security and privacy risks caused by malware. We propose a machine learning-based malware detector for Android applications that combines sentiment analysis and a permission-based systems to address this problem. Our method makes precise assumptions about the presence of malware based on content-related behaviours within an application, such as user reviews or descriptions, as well as the requested permissions. The system design includes labelled Android application samples being used to collect data, feature extraction being used to extract relevant information from the applications, and data preparation being used to get the extracted features ready for model training.Accuracy, precision, recall, and F1 score are some of the confusion measures that are used to evaluate the model.

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IJARIIE Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. "MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 4 2023 Page 2667-2674
MLA Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. "MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS." International Journal Of Advance Research And Innovative Ideas In Education 9.4(2023) : 2667-2674.
APA Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, & Prof. Dr. M. R. Bendre. (2023). MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS. International Journal Of Advance Research And Innovative Ideas In Education, 9(4), 2667-2674.
Chicago Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. "MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 4 (2023) : 2667-2674.
Oxford Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. 'MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, 2023, p. 2667-2674. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_MALWARE_DETECTOR_FOR_ANDROID_APPLICATIONS_ijariie20725.pdf (Accessed : ).
Harvard Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. (2023) 'MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS', International Journal Of Advance Research And Innovative Ideas In Education, 9(4), pp. 2667-2674IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_MALWARE_DETECTOR_FOR_ANDROID_APPLICATIONS_ijariie20725.pdf (Accessed : )
IEEE Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre, "MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, pp. 2667-2674, Jul-Aug 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_MALWARE_DETECTOR_FOR_ANDROID_APPLICATIONS_ijariie20725.pdf [Accessed : ].
Turabian Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. "MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 4 ().
Vancouver Mr. Saurabh Gayke, Ms. Puja Dukre, Ms. Samruddhi Rokade, Mr. Saurabh Gavhane, and Prof. Dr. M. R. Bendre. MACHINE LEARNING BASED MALWARE DETECTOR FOR ANDROID APPLICATIONS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : ]; 9(4) : 2667-2674. Available from: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_MALWARE_DETECTOR_FOR_ANDROID_APPLICATIONS_ijariie20725.pdf
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