...Sulaimon Adebayo Bashir; Andrei Petrovski; Daniel Doolan Purpose This purpose of this paper is to develop a change detection technique for activity recognition model. The approach aims to detect changes in the initial accuracy of the model after training and when the model is deployed...

... relationships and dependencies within the modelled ADLs. This is very useful when conducting activity recognition with very limited features. ADL recognition frameworks (Fleury et al., 2010 ; Medjahed et al., 2009 ; Ros et al., 2013) can be divided into two main categories...

...Kyle Dillon Feuz; Diane J. Cook Purpose – The purpose of this paper is to study heterogeneous transfer learning for activity recognition using heuristic search techniques. Many pervasive computing applications require information about the activities currently being performed, but activity...

... activation in comparison to an alternative approach which did not consider activity durations. Practical implications – Duration information to a certain extent has been widely ignored by activity recognition researchers and has received a very limited application within smart environments...