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An approach for gen...
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Razavi, Amir Reza,1973-Linköpings universitet,Tekniska högskolan,Medicinsk informatik
(författare)
An approach for generating fuzzy rules from decision trees
- Artikel/kapitelEngelska2006
Förlag, utgivningsår, omfång ...
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IOS Press,2006
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printrdacarrier
Nummerbeteckningar
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LIBRIS-ID:oai:DiVA.org:liu-36666
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https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-36666URI
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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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Identifying high-risk breast cancer patients is vital both for clinicians and for patients. Some variables for identifying these patients such as tumor size are good candidates for fuzzification. In this study, Decision Tree Induction (DTI) has been applied to 3949 female breast cancer patients and crisp If-Then rules has been acquired from the resulting tree. After assigning membership functions for each variable in the crisp rules, they were converted into fuzzy rules and a mathematical model was constructed. One hundred randomly selected cases were examined by this model and compared with crisp rules predictions. The outcomes were examined by the area under the ROC curve (AUC). No significant difference was noticed between these two approaches for prediction of recurrence of breast cancer. By soft discretization of variables according to resulting rules from DTI, a predictive model, which is both more robust to noise and more comprehensible for clinicians, can be built.
Ämnesord och genrebeteckningar
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Fuzzy Set Theory
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Decision Tree Induction
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Breast Cancer
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Distant Metastasis
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MEDICINE
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MEDICIN
Biuppslag (personer, institutioner, konferenser, titlar ...)
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Nyström, Mikael,1977-Linköpings universitet,Medicinsk informatik,Tekniska högskolan(Swepub:liu)mikny84
(författare)
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Stachowicz, Marian S.Linköpings universitet,Medicinsk informatik,Tekniska högskolan
(författare)
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Gill, Hans,1944-Linköpings universitet,Medicinsk informatik,Tekniska högskolan(Swepub:liu)hangi78
(författare)
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Åhlfeldt, Hans,1955-Linköpings universitet,Medicinsk informatik,Tekniska högskolan(Swepub:liu)hanah33
(författare)
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Shahsavar, Nosrat,1951-Linköpings universitet,Medicinsk informatik,Tekniska högskolan(Swepub:liu)nossh27
(författare)
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Linköpings universitetTekniska högskolan
(creator_code:org_t)
Sammanhörande titlar
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Ingår i:Ubiquity: IOS Press, s. 581-5869781586036478
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