Identifying the influence of various factor of apps on google play apps ratings

被引:0
|
作者
Ahsan Mahmood
机构
[1] COMSATS University Islamabad,Department of Computer Science
来源
关键词
Google Play; Variable importance; Apps rating; Correlation;
D O I
10.1007/s42488-019-00015-w
中图分类号
学科分类号
摘要
Google Play Store contains millions of Apps. These apps are downloaded and been used by millions and billions of users. Whenever a user browse or search for apps on Play store, a list of apps are shown to the user in which each app contains the app name along with its rating. Usually the user prefers to download highly rated apps because highly rated apps reflect users’ satisfaction. In order to gain high ratings, app developer uses different techniques and tweaks other than the app quality its self. Developers use attractive app titles, demanding icons, and other things to gain better ratings for their apps. However, there is no scientific approach to find the real impact of using attractive titles or any other such thing in order to gain higher ratings. Therefore, in this paper, we examine a number of factors of google play store apps and identify the influence of these factors using variable importance. For this purpose, real-world Google Play store apps dataset is used in this paper to identify the importance of these factors. For identification of important variables, Random Forest, Linear Regression Model and Support Vector Regression are used. The performance of the model is evaluated using standard performance evaluation techniques. The results show that some factors have higher significance and influence the app ratings. Moreover, keyword analysis has taken place to find the important words used in app title that results in higher and lower ratings.
引用
收藏
页码:15 / 23
页数:8
相关论文
共 50 条
  • [41] Who uses mHealth apps? Identifying user archetypes of mHealth apps
    Aziz, Maryam
    Erbad, Aiman
    Belhaouari, Samir B.
    Almourad, Mohamed B.
    Altuwairiqi, Majid
    Ali, Raian
    DIGITAL HEALTH, 2023, 9
  • [42] Why are Android Apps Removed From Google Play? A Large-scale Empirical Study
    Wang, Haoyu
    Li, Hao
    Li, Li
    Guo, Yao
    Xu, Guoai
    2018 IEEE/ACM 15TH INTERNATIONAL CONFERENCE ON MINING SOFTWARE REPOSITORIES (MSR), 2018, : 231 - 242
  • [43] USE OF MOODLE AND GOOGLE APPS IN ENGINEERING STUDIES
    Camara-Zapata, J. Ma
    Puerto-Molina, H. Ma
    2011 4TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI), 2011, : 6539 - 6543
  • [44] Comparing Privacy Label Disclosures of Apps Published in both the App Store and Google Play Stores
    Rodriguez, David
    Jain, Akshath
    del Alamo, Jose M.
    Sadeh, Norman
    2023 IEEE EUROPEAN SYMPOSIUM ON SECURITY AND PRIVACY WORKSHOPS, EUROS&PW, 2023, : 150 - 157
  • [45] Breast cancer-related apps in Google Play and App store: evaluate their functionality and quality
    Aydanur Aydin
    Ayla Gursoy
    Journal of Cancer Survivorship, 2023, 17 : 1251 - 1257
  • [46] Breast cancer-related apps in Google Play and App store: evaluate their functionality and quality
    Aydin, Aydanur
    Gursoy, Ayla
    JOURNAL OF CANCER SURVIVORSHIP, 2023, 17 (04) : 1251 - 1257
  • [47] Can apps play by the COPPA Rules?
    Liccardi, Ilaria
    Bulger, Monica
    Abelson, Hal
    Weitzner, Daniel J.
    Mackay, Wendy
    2014 TWELFTH ANNUAL INTERNATIONAL CONFERENCE ON PRIVACY, SECURITY AND TRUST (PST), 2014, : 1 - 9
  • [48] Mining Android Apps to Predict Market Ratings
    Shaw, Eric
    Shaw, Alex
    Umphress, David
    2014 6TH INTERNATIONAL CONFERENCE ON MOBILE COMPUTING, APPLICATIONS AND SERVICES (MOBICASE), 2014, : 166 - 167
  • [49] PLUG AND PLAY SERVERS FOR DSS APPS
    THE, L
    DATAMATION, 1995, 41 (19): : 93 - 98
  • [50] Valuable Features in Mobile Health Apps for Patients and Consumers: Content Analysis of Apps and User Ratings
    Mendiola, Martin F.
    Kalnicki, Miriam
    Lindenauer, Sarah
    JMIR MHEALTH AND UHEALTH, 2015, 3 (02):