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The framework demonstration includes: 1) defining rules that quantify concurrent behaviours between multiple synchronous data streams and asynchronous data values; 2) designing UML models to define present practice event processing for episodes of apnoea; 3) translating the model in SPADE to enable the deployment within the real-time processing layer of the Artemis platform, which utilizes IBM\u2019s InfoSphere Streams; 4) demonstrating knowledge discovery with simple and complex temporal abstractions of the data streams; and 5) presenting results for early detection of episodes of apnoea across multiple physiological data streams.<\/p>","DOI":"10.4018\/jcmam.2011010102","type":"journal-article","created":{"date-parts":[[2011,10,19]],"date-time":"2011-10-19T16:08:40Z","timestamp":1319040520000},"page":"16-37","source":"Crossref","is-referenced-by-count":3,"title":["A Framework for Multidimensional Real-Time Data Analysis"],"prefix":"10.4018","volume":"2","author":[{"given":"Christina","family":"Catley","sequence":"first","affiliation":[{"name":"University of Ontario Institute of Technology, Canada"}]},{"given":"Kathy","family":"Smith","sequence":"additional","affiliation":[{"name":"University of Ontario Institute of Technology, Canada"}]},{"given":"Carolyn","family":"McGregor","sequence":"additional","affiliation":[{"name":"University of Ontario Institute of Technology, Canada"}]},{"given":"Andrew","family":"James","sequence":"additional","affiliation":[{"name":"The Hospital for Sick Children and University of Toronto, Canada"}]},{"given":"J. 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