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A feature represent...
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van Breda, WardVrije University of Amsterdam, Netherlands
(författare)
A feature representation learning method for temporal datasets
- Artikel/kapitelEngelska2016
Förlag, utgivningsår, omfång ...
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IEEE,2016
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printrdacarrier
Nummerbeteckningar
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LIBRIS-ID:oai:DiVA.org:liu-138325
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https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-138325URI
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https://doi.org/10.1109/SSCI.2016.7849890DOI
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Språk:engelska
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Sammanfattning på:engelska
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Ämneskategori:ref swepub-contenttype
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Ämneskategori:kon swepub-publicationtype
Anmärkningar
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Funding Agencies|EU FP7 project E-COMPARED [603098]
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Predictive modeling of future health states can greatly contribute to more effective health care. Healthcare professionals can for example act in a more proactive way or predictions can drive more automated ways of therapy. However, the task is very challenging. Future developments likely depend on observations in the (recent) past, but how can we capture this history in features to generate accurate predictive models? And what length of history should we consider? We propose a framework that is able to generate patient tailored features from observations of the recent history that maximize predictive performance. For a case study in the domain of depression we find that using this method new data representations can be generated that increase the predictive performance significantly.
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Biuppslag (personer, institutioner, konferenser, titlar ...)
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Hoogendoorn, MarkVrije University of Amsterdam, Netherlands
(författare)
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Eiben, A. E.Vrije University of Amsterdam, Netherlands
(författare)
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Andersson, GerhardLinköpings universitet,Psykologi,Filosofiska fakulteten(Swepub:liu)geran87
(författare)
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Riper, HeleenVrije University of Amsterdam, Netherlands
(författare)
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Ruwaard, JeroenVrije University of Amsterdam, Netherlands
(författare)
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Vernmark, KristoferLinköpings universitet,Psykologi,Filosofiska fakulteten,Psykologpartners Linkoping, St T Larsgatan 30, S-58224 Linkoping, Sweden(Swepub:liu)krive80
(författare)
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Vrije University of Amsterdam, NetherlandsPsykologi
(creator_code:org_t)
Sammanhörande titlar
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Ingår i:PROCEEDINGS OF 2016 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI): IEEE9781509042401
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