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A Bayesian Network ...
A Bayesian Network for Probabilistic Reasoning and Imputation of Missing Risk Factors in Type 2 Diabetes
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Sambo, Francesco (author)
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Facchinetti, Andrea (author)
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Hakaste, Liisa (author)
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- Kravic, Jasmina (author)
- Lund University,Lunds universitet,Translationell Muskel Forskning,Forskargrupper vid Lunds universitet,Translational Muscle Research,Lund University Research Groups
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Di Camillo, Barbara (author)
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Fico, Giuseppe (author)
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Tuomilehto, Jaakko (author)
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- Groop, Leif (author)
- Lund University,Lunds universitet,Translationell Muskel Forskning,Forskargrupper vid Lunds universitet,Translational Muscle Research,Lund University Research Groups
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Gabriel, Rafael (author)
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Tiinamaija, Tuomi (author)
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Cobelli, Claudio (author)
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(creator_code:org_t)
- Cham : Springer International Publishing, 2015
- 2015
- English.
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In: Lecture Notes in Computer Science. - Cham : Springer International Publishing. - 0302-9743 .- 1611-3349. ; 9105, s. 172-176
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http://dx.doi.org/10...
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Abstract
Subject headings
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- We propose a novel Bayesian network tool to model the probabilistic relations between a set of type 2 diabetes risk factors. The tool can be used for probabilistic reasoning and for imputation of missing values among risk factors. The Bayesian network is learnt from a joint training set of three European population studies. Tested on an independent patient set, the network is shown to be competitive with both a standard imputation tool and a widely used risk score for type 2 diabetes, providing in addition a richer description of the interdependencies between diabetes risk factors.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datorseende och robotik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Vision and Robotics (hsv//eng)
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Endokrinologi och diabetes (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Endocrinology and Diabetes (hsv//eng)
Keyword
- values imputation
- Missing
- Probabilistic reasoning
- Type 2 diabetes
- Bayesian networks
Publication and Content Type
- kon (subject category)
- ref (subject category)
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- By the author/editor
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Sambo, Francesco
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Facchinetti, And ...
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Hakaste, Liisa
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Kravic, Jasmina
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Di Camillo, Barb ...
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Fico, Giuseppe
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show more...
-
Tuomilehto, Jaak ...
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Groop, Leif
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Gabriel, Rafael
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Tiinamaija, Tuom ...
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Cobelli, Claudio
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show less...
- About the subject
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Computer and Inf ...
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and Computer Vision ...
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- MEDICAL AND HEALTH SCIENCES
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MEDICAL AND HEAL ...
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and Clinical Medicin ...
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and Endocrinology an ...
- Articles in the publication
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Lecture Notes in ...
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Lund University