What IoT devices and applications should be connected? Predicting user behaviors of IoT services with node2vec embedding
作者：
Highlights：
• We build an IoT application network to grasp user behavior in IoT services.
• The trigger-action relationships of the user-created applets on IFTTT are used.
• We predict the network to identify promising connections between IoT applications.
• Node2vec-based link prediction is conducted with ML classifiers.
• The proposed approach can be used for enhancing user experiences in IoT services.
摘要
•We build an IoT application network to grasp user behavior in IoT services.•The trigger-action relationships of the user-created applets on IFTTT are used.•We predict the network to identify promising connections between IoT applications.•Node2vec-based link prediction is conducted with ML classifiers.•The proposed approach can be used for enhancing user experiences in IoT services.
论文关键词：Internet of things (IoT),Service design,IFTTT(if this then that),Graph embedding,Node2vec,Link prediction
论文评审过程：Received 10 September 2021, Revised 6 December 2021, Accepted 4 January 2022, Available online 21 January 2022, Version of Record 21 January 2022.
论文官网地址：https://doi.org/10.1016/j.ipm.2022.102869
