典型文献
A Novel User Behavior Prediction Model Based on Automatic Annotated Behavior Recognition in Smart Home Systems
文献摘要：
User behavior prediction has become a core element to Internet of Things (IoT) and received promising attention in the related fields. Many ex-isting IoT systems (e.g. smart home systems) have been deployed various sensors and the user's behavior can be predicted through the sensor data. However, most of the existing sensor-based systems use the an-notated behavior data which requires human interven-tion to achieve the behavior prediction. Therefore, it is a challenge to provide an automatic behavior predic-tion model based on the original sensor data. To solve the problem, this paper proposed a novel automatic annotated user behavior prediction (AAUBP) model. The proposed AAUBP model combined the Discontin-uous Solving Order Sequence Mining (DVSM) behav-ior recognition model and behavior prediction model based on the Long Short Term Memory (LSTM) net-work. To evaluate the model, we performed several experiments on a real-world dataset tuning the param-eters. The results showed that the AAUBP model can effectively recognize behaviors and had a good perfor-mance for behavior prediction.
文献关键词：
中图分类号：
作者姓名：
Ningbo Zhang;Yajie Yan;Xuzhen Zhu;Jing Wang
作者机构：
Key Laboratory of Universal Wireless Communications,Ministry of Education,Beijing University of Posts and Telecommunications,Beijing 100876,China;School of Artificial Intelligence,Beijing Normal University,Beijing 100875,China
文献出处：
引用格式：
[1]Ningbo Zhang;Yajie Yan;Xuzhen Zhu;Jing Wang-.A Novel User Behavior Prediction Model Based on Automatic Annotated Behavior Recognition in Smart Home Systems)[J].中国通信（英文版）,2022(09):116-132
A类：
Annotated,notated,AAUBP,Discontin,DVSM
B类：
Novel,User,Behavior,Prediction,Model,Based,Automatic,Recognition,Smart,Home,Systems,prediction,has,become,core,element,Internet,Things,IoT,received,promising,attention,related,fields,Many,systems,smart,home,have,been,deployed,various,sensors,user,can,predicted,through,However,most,existing,which,requires,human,interven,achieve,Therefore,challenge,provide,automatic,model,original,To,solve,problem,this,paper,proposed,novel,annotated,combined,uous,Solving,Order,Sequence,Mining,recognition,Long,Short,Term,Memory,work,evaluate,performed,several,experiments,real,world,dataset,tuning,param,eters,results,showed,that,effectively,recognize,behaviors,had,good,mance
AB值：
0.531898
相似文献
机标中图分类号，由域田数据科技根据网络公开资料自动分析生成，仅供学习研究参考。
