Activity Recognition in Pervasive Intelligent Environments by Liming Chen, Chris D. Nugent, Jit Biswas, Jesse Hoey

By Liming Chen, Chris D. Nugent, Jit Biswas, Jesse Hoey

This e-book comprises a couple of chapters addressing diversified points of task popularity, approximately in 3 major different types of subject matters. the 1st subject should be inquisitive about job modeling, illustration and reasoning utilizing mathematical versions, wisdom illustration formalisms and AI ideas. the second one subject will be aware of task reputation equipment and algorithms. except conventional tools in accordance with information mining and desktop studying, we're really drawn to novel ways, comparable to the ontology-based process, that facilitate info integration, sharing and automatic/automated processing. within the 3rd subject we intend to hide novel architectures and frameworks for job popularity, that are scalable and appropriate to giant scale allotted dynamic environments. moreover, this subject also will comprise the underpinning technological infrastructure, i.e. instruments and APIs, that helps function/capability sharing and reuse, and quick improvement and deployment of technological suggestions. The fourth type of subject might be devoted to consultant purposes of job attractiveness in clever environments, which tackle the existence cycle of task attractiveness and their use for novel services of the end-user structures with complete implementation, prototyping and review. this can comprise a variety of software situations, equivalent to clever houses, clever convention venues and cars.

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Extra resources for Activity Recognition in Pervasive Intelligent Environments

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This way, the patient deviates from the activity originally planned by carrying out multiple interleaved activities, in order to react to the dynamic of his environment [13]. This is coherent behavior. Starting from this point, if one wishes to establish an effective recognition model capable of predicting any type of correct or incorrect behavior, the confrontation of these two investigations, erroneous versus interleaved, constitutes a necessity that is in conformity with reality, but which is also paradoxical.

1293–1299. , (2007), Common Sense Based Joint Training of Human Activity Recognizers, In Proc. International Joint Conference on Artificial Intelligence. W. , (1998), Bayesian Models for Keyhole Plan Recognition in an Adventure Game, User Modelling and User-Adapted Interaction, Vol. 8, pp. 5–47. M. , (2007), Real-time recognition of physical activities and their intensities using wireless accelerometers and a heart rate monitor, In International Symposium on Wearable Computers (ISWC). [20] Huynh T.

5). For example, the activation of the contact sensors in a cup and milk bottle can link the cup and milk to the unknown activity through hasContainer and hasAddings properties. , hasTime(10am), hasLocation(kitchen), hasContainer(cup) and hasAddings(milk). , MakeDrink, then it can be deemed to be the type of ADL for the identified situation. 6 Activity model learning As activity models play a critical role in mining real-time sensor data for activity recognition, to make sure that activity models are complete and accurate are of paramount importance.

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