Reference

Activity Recognition

[Cook2009]Cook, D.J. and Schmitter-Edgecombe, M., 2009. Assessing the quality of activities in a smart environment. Methods of information in medicine, 48(5), p.480.
[Kim2010]Kim, E., Helal, S. and Cook, D., 2010. Human activity recognition and pattern discovery. IEEE Pervasive Computing, 9(1).
[Cook2012]Cook, D.J., 2012. Learning setting-generalized activity models for smart spaces. IEEE intelligent systems, 27(1), pp.32-38.
[Krishnan2014]Krishnan, N.C. and Cook, D.J., 2014. Activity recognition on streaming sensor data. Pervasive and mobile computing, 10, pp.138-154.

Performance Metrics

[Minnen2006]Minnen, D., Westeyn, T., Starner, T., Ward, J. and Lukowicz, P., 2006. Performance metrics and evaluation issues for continuous activity recognition. Performance Metrics for Intelligent Systems, 4.
[Sokolova2009]Sokolova, M. and Lapalme, G., 2009. A systematic analysis of performance measures for classification tasks. Information Processing & Management, 45(4), pp.427-437.
[Ward2011]Ward, J.A., Lukowicz, P. and Gellersen, H.W., 2011. Performance metrics for activity recognition. ACM Transactions on Intelligent Systems and Technology (TIST), 2(1), p.6.
[Hammerla2015]Hammerla, N.Y. and Plötz, T., 2015, September. Let’s (not) stick together: pairwise similarity biases cross-validation in activity recognition. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing (pp. 1041-1051). ACM.