Human activity recognition based on feature selection in smart home using back-propagation algorithm.

@article{Fang2014HumanAR,
  title={Human activity recognition based on feature selection in smart home using back-propagation algorithm.},
  author={Hongqing Fang and Lei He and Hao Si and Peng Liu and Xiaolei Xie},
  journal={ISA transactions},
  year={2014},
  volume={53 5},
  pages={
          1629-38
        }
}
In this paper, Back-propagation(BP) algorithm has been used to train the feed forward neural network for human activity recognition in smart home environments, and inter-class distance method for feature selection of observed motion sensor events is discussed and tested. And then, the human activity recognition performances of neural network using BP algorithm have been evaluated and compared with other probabilistic algorithms: Naïve Bayes(NB) classifier and Hidden Markov Model(HMM). The… CONTINUE READING
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