Detecting and exploring deviating behaviour of smart home residents

作者：

Highlights：

• A new approach to modelling human behaviour patterns in smart homes is presented.

• We examine detection of deviating human behaviour patterns such as falls.

• We analyse deviations in space, time and transitions between behaviour patterns.

• Spatial and temporal deviations can be found through analysis of a 2D map of data.

摘要

•A new approach to modelling human behaviour patterns in smart homes is presented.•We examine detection of deviating human behaviour patterns such as falls.•We analyse deviations in space, time and transitions between behaviour patterns.•Spatial and temporal deviations can be found through analysis of a 2D map of data.

论文关键词：Ambient assisted living,Random forests,Stochastic neighbour embedding,Markov chain,Intelligent environments

论文评审过程：Received 22 December 2014, Revised 14 February 2016, Accepted 15 February 2016, Available online 24 February 2016, Version of Record 10 March 2016.

论文官网地址：https://doi.org/10.1016/j.eswa.2016.02.030