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These approaches provide promising results in terms of recognition performance, coping with the uncertainty of observations, and model size explosion when complex problems are modelled. But experience has shown that it is not always intuitive to model even seemingly simple problems. To date, there are no guidelines for developing such models. To address this problem, in this work we present a development process for building symbolic models that is based on experience acquired so far as well as on existing engineering and data analysis workflows. The proposed process is a first attempt at providing structured guidelines and practices for designing, modelling, and evaluating human behaviour in the form of symbolic models for AR. As an illustration of the process, a simple example from the office domain was developed. The process was evaluated in a comparative study of an intuitive process and the proposed process. The results showed a significant improvement over the intuitive process. Furthermore, the study participants reported greater ease of use and perceived effectiveness when following the proposed process. To evaluate the applicability of the process to more complex AR problems, it was applied to a problem from the kitchen domain. The results showed that following the proposed process yielded an average accuracy of 78%. The developed model outperformed state-of-the-art methods applied to the same dataset in previous work, and it performed comparably to a symbolic model developed by a model expert without following the proposed development process.<\/jats:p>","DOI":"10.1145\/2806893","type":"journal-article","created":{"date-parts":[[2015,12,23]],"date-time":"2015-12-23T15:19:49Z","timestamp":1450883989000},"page":"1-35","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":13,"title":["A Process for Systematic Development of Symbolic Models for Activity Recognition"],"prefix":"10.1145","volume":"5","author":[{"given":"Kristina","family":"Yordanova","sequence":"first","affiliation":[{"name":"University of Rostock, Rostock, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas","family":"Kirste","sequence":"additional","affiliation":[{"name":"University of Rostock, Rostock, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2015,12,22]]},"reference":[{"volume-title":"The Architecture of Cognition","author":"Anderson R.","key":"e_1_2_1_1_1","unstructured":"John. 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Wiley & Sons, New York, NY."},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009800404137"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/2254556.2254611"},{"key":"e_1_2_1_15_1","volume-title":"Proceedings of the 3rd Workshop in Software Model Engineering Satellite Workshop at the 7th International Conference on the UML.","author":"Fondement Frederic","year":"2004","unstructured":"Frederic Fondement and Raul Silaghi . 2004 . Defining model driven engineering processes . In Proceedings of the 3rd Workshop in Software Model Engineering Satellite Workshop at the 7th International Conference on the UML. Frederic Fondement and Raul Silaghi. 2004. Defining model driven engineering processes. 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In Proceedings of the 24th National Conference of Artificial Intelligence (AAAI\u201910) . 1211--1217. Miquel Ram\u00edrez and Hector Geffner. 2010. Probabilistic plan recognition using off-the-shelf classical planners. In Proceedings of the 24th National Conference of Artificial Intelligence (AAAI\u201910). 1211--1217."},{"key":"e_1_2_1_51_1","first-page":"11","volume-title":"Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI\u201911)","volume":"3","author":"Ram\u00edrez Miquel","year":"2011","unstructured":"Miquel Ram\u00edrez and Hector Geffner . 2011 . Goal recognition over POMDPs: Inferring the intention of a POMDP agent . In Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI\u201911) , Vol. 3 . 2009--2014. DOI:http:\/\/dx.doi.org\/10.5591\/978-1-57735-516-8\/IJCAI 11 - 335 10.5591\/978-1-57735-516-8 Miquel Ram\u00edrez and Hector Geffner. 2011. 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Atlantis Press , Amsterdam , 33--58. http:\/\/dx.doi.org\/10.2991\/978-94-91216-05-3\\_2. 10.2991\/978-94-91216-05-3 Patrice C. Roy, Sylvain Giroux, Bruno Bouchard, Abdenour Bouzouane, Clifton Phua, Andrei Tolstikov, and Jit Biswas. 2011. A possibilistic approach for activity recognition in smart homes for cognitive assistance to Alzheimer\u2019s patients. In Activity Recognition in Pervasive Intelligent Environments. Atlantis Ambient and Pervasive Intelligence, Vol. 4. Atlantis Press, Amsterdam, 33--58. http:\/\/dx.doi.org\/10.2991\/978-94-91216-05-3\\_2."},{"key":"e_1_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.5555\/41765.41801"},{"key":"e_1_2_1_56_1","volume-title":"Proceedings of the 4th International Workshop on Software Process Simulation Modeling (ProSim) at the International Conference on Software Engineering.","author":"Rus Ioana","year":"2003","unstructured":"Ioana Rus , Holger Neu , and J\u00fcrgen M\u00fcnch . 2003 . A systematic methodology for developing discrete event simulation models of software development processes . In Proceedings of the 4th International Workshop on Software Process Simulation Modeling (ProSim) at the International Conference on Software Engineering. Ioana Rus, Holger Neu, and J\u00fcrgen M\u00fcnch. 2003. A systematic methodology for developing discrete event simulation models of software development processes. In Proceedings of the 4th International Workshop on Software Process Simulation Modeling (ProSim) at the International Conference on Software Engineering."},{"key":"e_1_2_1_57_1","first-page":"13","article-title":"The CRISP-DM model: The new blueprint for data mining","volume":"5","author":"Shearer Colin","year":"2000","unstructured":"Colin Shearer . 2000 . The CRISP-DM model: The new blueprint for data mining . Journal of Data Warehousing 5 , 4, 13 -- 22 . Colin Shearer. 2000. The CRISP-DM model: The new blueprint for data mining. 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University of Edinburgh, Montreal, Canada, 6.1--6.10. Mike Uschold and Martin King. 1995. Towards a methodology for building ontologies. In Proceedings of the Workshop on Basic Ontological Issues in Knowledge Sharing in Conjunction with the International Joint Conference in Artificial Intelligence (IJCAI-95). University of Edinburgh, Montreal, Canada, 6.1--6.10."},{"key":"e_1_2_1_66_1","doi-asserted-by":"publisher","DOI":"10.1145\/1329125.1329409"},{"volume-title":"Proceedings of the 27th Annual Conference on Human Factors and Computing Systems. ACM","author":"T. L.","key":"e_1_2_1_67_1","unstructured":"T. L. M. van Kasteren and B. J. A. Kr\u00f6se. 2009. A sensing and annotation system for recording datasets in multiple homes . In Proceedings of the 27th Annual Conference on Human Factors and Computing Systems. ACM , New York, NY, 4763--4766. T. L. M. van Kasteren and B. J. A. Kr\u00f6se. 2009. A sensing and annotation system for recording datasets in multiple homes. 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