Feature selection for floor-changing activity recognition in multi-floor pedestrian navigation
作者： Sara Khalifa , Mahbub Hassan , Aruna Seneviratne
DOI: 10.1109/ICMU.2014.6799049
关键词:
摘要: In large shopping malls and airports, pedestrians often change floors using conveniently located lifts escalators. Floor changing activity recognition (FCAR) therefore can be a vital aid to multi-floor pedestrian navigation systems. The focus of this paper is achieve accurate FCAR with the minimal number features. Using experimental data, we compare performance various feature selection methods classifiers trained detect whether user an escalator or lift. results show that accelerometer embedded in smartphone 94% accuracy only 5
sci-hub.se 参考文章(18)
M. Hall, Correlation-based Feature Selection for Machine Learning PhD Thesis, Waikato Univer-sity. ,(1998)
Ron Kohavi, The power of decision tables european conference on machine learning. ,vol. 912, pp. 174- 189 ,(1995) , 10.1007/3-540-59286-5_57
George H. John, Pat Langley, Estimating continuous distributions in Bayesian classifiers uncertainty in artificial intelligence. pp. 338- 345 ,(1995)
Deepak Pai, Inguva Sasi, Phani Shekhar Mantripragada, Mudit Malpani, Nitin Aggarwal, Padati: A Robust Pedestrian Dead Reckoning System on Smartphones trust security and privacy in computing and communications. pp. 2000- 2007 ,(2012) , 10.1109/TRUSTCOM.2012.218
Mahbub Hassan, A performance model of pedestrian dead reckoning with activity-based location updates international conference on networks. pp. 64- 69 ,(2012) , 10.1109/ICON.2012.6506535
Sara Khalifa, Mahbub Hassan, Aruna Seneviratne, Adaptive pedestrian activity classification for indoor dead reckoning systems international conference on indoor positioning and indoor navigation. pp. 1- 7 ,(2013) , 10.1109/IPIN.2013.6817868
Sara Khalifa, Mahbub Hassan, Evaluating mismatch probability of activity-based map matching in indoor positioning international conference on indoor positioning and indoor navigation. pp. 1- 9 ,(2012) , 10.1109/IPIN.2012.6418920
Domin Gusenbauer, Carsten Isert, Jens Krosche, Self-contained indoor positioning on off-the-shelf mobile devices international conference on indoor positioning and indoor navigation. pp. 1- 9 ,(2010) , 10.1109/IPIN.2010.5646681
S.K. Pal, S. Mitra, Multilayer perceptron, fuzzy sets, and classification IEEE Transactions on Neural Networks. ,vol. 3, pp. 683- 697 ,(1992) , 10.1109/72.159058
Xiubo Geng, Tie-Yan Liu, Tao Qin, Hang Li, Feature selection for ranking international acm sigir conference on research and development in information retrieval. pp. 407- 414 ,(2007) , 10.1145/1277741.1277811