A competitive approach for human activity recognition on smartphones

This paper describes a competitive approach developed for an activity recognition challenge. The competition was defined on a new and publicly available dataset of human activities, recorded with s ...

[1]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1997, EuroCOLT.

[2]  J. Friedman Special Invited Paper-Additive logistic regression: A statistical view of boosting , 2000 .

[3]  Luc Cluitmans,et al.  Advancing from offline to online activity recognition with wearable sensors , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[4]  Alberto Maria Segre,et al.  Programs for Machine Learning , 1994 .

[5]  J. Ross Quinlan,et al.  Bagging, Boosting, and C4.5 , 1996, AAAI/IAAI, Vol. 1.

[6]  Didier Stricker,et al.  Introducing a modular activity monitoring system , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[7]  J. Ross Quinlan,et al.  C4.5: Programs for Machine Learning , 1992 .

[8]  Johannes Peltola,et al.  Activity classification using realistic data from wearable sensors , 2006, IEEE Transactions on Information Technology in Biomedicine.

[9]  Didier Stricker,et al.  Creating and benchmarking a new dataset for physical activity monitoring , 2012, PETRA '12.

[10]  Michael L. Littman,et al.  Activity Recognition from Accelerometer Data , 2005, AAAI.

[11]  G. Troster,et al.  Evolving discriminative features robust to sensor displacement for activity recognition in body area sensor networks , 2009, 2009 International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP).

[12]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1995, EuroCOLT.

[13]  Davide Anguita,et al.  Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine , 2012, IWAAL.

[14]  Didier Stricker,et al.  Introducing a New Benchmarked Dataset for Activity Monitoring , 2012, 2012 16th International Symposium on Wearable Computers.