Detecting the Inconsistency between Android Apps’ Data Collection and Google Play’s Data Safety Using Static Analysis

1 Bilal, A., H. T. Mirza, I. Hussain, A. Ahmad. Investigating Influence of Google-Play. Application Titles on Success. – ACM Digital Library, Vol. 36, 2024, No C, p. 302. Search in Google Scholar

2 Google Play Developer Help Community. Managing and Reporting Police Violations. Google Play. Online. Accessed 14-May-2023. https://support.google.com/googleplay/androiddeveloper/answer/9899142?hl=en Search in Google Scholar

3 Google Play. Provide Information for Google Play’s Data Safety Section. Google Play, 14 December 2021. Online. Accessed 14-May-2023. https://support.google.com/googleplay/androiddeveloper/answer/10787469?hl=en Search in Google Scholar

4 Mozilla. Mozilla Study: Data Privacy Labels for Most Top Apps in Google Play Store are False or Misleading. Mozilla, 23 February 2023. https://foundation.mozilla.org/en/blog/mozilla-study-data-privacy-labels-for-most-top-apps-in-google-play-store-are-false-or-misleading/ Search in Google Scholar

5 Rahman, M., P. Naghavi, B. Kojusner, S. Afroz, B. Williams, S. Ram-pazzi, V. Bindschaedler. Permpress: Machine Learning-Based Pipeline to Evaluate Permissions in App Privacy Policies. IEEE, 2022, p. 22. Search in Google Scholar

6 Android Developers. App Manifest Overview. Online. Accessed 27-April-2023. https://developer.android.com/guide/topics/manifest/manifest-intro Search in Google Scholar

7 Yang, X., X. Zhang. A Study of User Privacy in Android Mobile AR Apps. – In: Proc. of 37th IEEE/ACM International Conference on Automated Software Engineering, 2022. Search in Google Scholar

8 Almomani, I. M., A. A. Khayer. A Comprehensive Analysis of the Android Permissions System. – IEEE Access, Vol. 8, 2020, pp. 216671-216688. DOI:10.1109/access.2020.3041432. Search in Google Scholar

9 Android Developers. Permissions on Android. Online. Accessed 19 May 2023. https://developer.android.com/guide/topics/permissions/overview Search in Google Scholar

10 Khatoon, A., P. Corcoran. Android Permission System and User Privacy – A Review of Concept and Approaches. – In: 7th IEEE International Conference on Consumer Electronics – Berlin (ICCE-Berlin’17), 2017. DOI:10.1109/icce-berlin.2017.8210616. Search in Google Scholar

11 Android Developer. Manifest.permission. Online. Accessed 29 May 2023. https://developer.android.com/reference/android/Manifest.permission Search in Google Scholar

12 Gillis, A. S. What Is an APK File (Android Package Kit File Format)?: Definition from TechTarget. WhatIs.com. Online. Accessed May 19, 2023. https://www.techtarget.com/whatis/definition/APK-file-Android-Package-Kit-file-format Search in Google Scholar

13 Nwasra, N., M. Daoud, Z. H. Qaisar. ANFIS-AMAL: Android Malware Threat Assessment Using Ensemble of ANFIS and GWO. – Cybernetics and Information Technologies, Vol. 24, 2024, No 3, pp. 39-58. Search in Google Scholar

14 Zimmeck, S., Z. Wang, L. Zou, R. Iyengar, B. Liu, F. Schaub, J. Reidenberg. Automated Analysis of Privacy Requirements for Mobile Apps. – In: 2016 AAAI Fall Symposium Series, 2016. Search in Google Scholar

15 Slavin, R., X. Wang, M. B. Hosseini, J. Hester, R. Krishnan, J. Bhatia, T. Breaux, J. Niu. Toward a Framework for Detecting Privacy Policy. – In: Proc. of 38th International Conference on Software Engineering, 2016, pp. 25-36. Search in Google Scholar

16 Wang, X., X. Qin, M. Hosseini, R. Slavin, T. Breaux, J. Niu. GUILeak: Tracing Privacy Policy Claims on User Input Data for Android Applications. – In: Proc. of 40th International Conference on Software Engineering, 2018, pp. 37-47. Search in Google Scholar

17 Tan, Z., W. Song. PTPDroid: Detecting Violated User Privacy. – In: Proc. of 45th International Conference on Software Engeneering (ICSE), IEEE, 2023, pp. 473-485. DOI: 10.1109/ICSE48619.2023.00050. Search in Google Scholar

18 Feng, Y., L. Chen, A. Zheng, C. Gao, Z. Zheng. AC-Net: Assessing the Consistency of Description and Permission in Android Apps. – IEEE Access, Vol. 7, 2019, pp. 57829-57842. Search in Google Scholar

19 Feichtner, J., S. Gruber. Understanding Privacy Awareness in Android App Descriptions Using Deep Learning. – In: Proc. of 10th ACM Conf. Data Appl. Secur. Priv. (CODASPY’20), 2020, pp. 203-214. DOI: 10.1145/3374664.3375730. Search in Google Scholar

20 Wu, Z., X. Chen, S. U. J. Lee. FCDP: Fidelity Calculation for Description-to-Permissions in Android Apps. – IEEE Access, Vol. 9, 2021, pp. 1062-1075. DOI: 10.1109/ACCESS.2020.3047019. Search in Google Scholar

21 Khandelwal, R., A. Nayak, P. Chung, K. Fawaz. Unpacking Privacy Labels: A Measurement and Developer Perspective on Google’s Data Safety Section. – arXiv Preprint arXiv:2306.08111, 2023, p. 25. Search in Google Scholar

22 Khandelwal, R., A. Nayak, P. Chung, K. U. Fawaz. The Overview of Privacy Labels and Their Compatibility with Privacy Policies. – ArXiv.Org, 2023. https://arxiv.org/abs/2303.08213. Search in Google Scholar

23 Olano, F. Facundoolano. – GitHub, 4.2.2019. https://github.com/facundoolano/google-play-scraper. Search in Google Scholar

24 APKPure.com. About Us. Online. Accessed 19 May 2023. https://m.apkpure.com/ar/about.html. Search in Google Scholar

25 Apktool. Apktool – A Tool for Reverse Engineering 3rd Party, Closed, Binary Android Apps. https://ibotpeaches.github.io/Apktool/. Search in Google Scholar

26 Google Play Help. Understand App Privacy Security Practices with Google Play’s Data Safety Section. Online. Accessed 5 Juny 2023. https://support.google.com/googleplay/answer/11416267?sjid=2407870662863064307-EU#data-collection&zippy=%2Cdata-collection. Search in Google Scholar

27 Appdome. Structure of an Android App Binary (.apk). 9 Aug 2022. Online. Accessed 4 Juny 2023. https://www.appdome.com/how-to/appsec-release-orchestration/appdome-basics/structure-of-an-android-app-binary-apk/. Search in Google Scholar

28 Android Developers. Introduction to Activities. Online. Accessed 4 Juny 2023. https://developer.android.com/guide/components/activities/intro-activities Search in Google Scholar

29 Bird, S., E. Loper, E. Klein. Natural Language Processing with Python. O’Reilly Media Inc., 2009. Search in Google Scholar

30 TensorFlow. Word2Vec. TensorFlow Text Tutorials. Online. Accessed 13 November 2023. https://www.tensorflow.org/text/tutorials/word2vec Search in Google Scholar

31 Play Console Help. Use of SMS or Call Log Permission Groups. https://support.google.com/googleplay/androiddeveloper/answer/10208820?sjid8311827649165247607-EU Search in Google Scholar