Academic Journal
Modelling and eliciting expert knowledge with fictitious data
| العنوان: | Modelling and eliciting expert knowledge with fictitious data |
|---|---|
| المؤلفون: | François Billy, Nicolas Bousquet, Gilles Celeux, Inria Futurs, Équipe Select, Université Paris-sud Orsay |
| المساهمون: | The Pennsylvania State University CiteSeerX Archives |
| المصدر: | http://nbousque.free.fr/Docs/preprints/preprint4.pdf. |
| سنة النشر: | 2005 |
| المجموعة: | CiteSeerX |
| الوصف: | Considering reliability models In a Bayesian context, we propose an approach where experts opinions are supposed to come from fictitious data. Acting in such a way allows the analyst to weight the importance of the expert opinion in regard to the actual sample size in a sensible and reliable way. The control of experts knowledge becomes a control of the Fisher information on the reliability model parameters. Thus, the comparison between Feedback Experience Data (FED) and expert data through the reliability model and the prior distribution is easy and makes simple the calibration of the hyperparameters prior distribution to control the importance of expert contribution compared to the information provided by the observed sample. The presented approach is exemplified with Weibull models. 1 |
| نوع الوثيقة: | text |
| وصف الملف: | application/pdf |
| اللغة: | English |
| Relation: | http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.475.175; http://nbousque.free.fr/Docs/preprints/preprint4.pdf |
| الاتاحة: | http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.475.175 http://nbousque.free.fr/Docs/preprints/preprint4.pdf |
| Rights: | Metadata may be used without restrictions as long as the oai identifier remains attached to it. |
| رقم الانضمام: | edsbas.5EDA491B |
| قاعدة البيانات: | BASE |
| ResultId |
1 |
|---|---|
| Header |
edsbas BASE edsbas.5EDA491B 835 3 Academic Journal academicJournal 834.67431640625 |
| PLink |
https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&scope=site&db=edsbas&AN=edsbas.5EDA491B&custid=s6537998&authtype=sso |
| FullText |
Array
(
[Availability] => 0
)
Array ( [0] => Array ( [Url] => http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.475.175# [Name] => EDS - BASE [Category] => fullText [Text] => View record in BASE [MouseOverText] => View record in BASE ) ) |
| Items |
Array
(
[Name] => Title
[Label] => Title
[Group] => Ti
[Data] => Modelling and eliciting expert knowledge with fictitious data
)
Array ( [Name] => Author [Label] => Authors [Group] => Au [Data] => <searchLink fieldCode="AR" term="%22François+Billy%22">François Billy</searchLink><br /><searchLink fieldCode="AR" term="%22Nicolas+Bousquet%22">Nicolas Bousquet</searchLink><br /><searchLink fieldCode="AR" term="%22Gilles+Celeux%22">Gilles Celeux</searchLink><br /><searchLink fieldCode="AR" term="%22Inria+Futurs%22">Inria Futurs</searchLink><br /><searchLink fieldCode="AR" term="%22Équipe+Select%22">Équipe Select</searchLink><br /><searchLink fieldCode="AR" term="%22Université+Paris-sud+Orsay%22">Université Paris-sud Orsay</searchLink> ) Array ( [Name] => Author [Label] => Contributors [Group] => Au [Data] => The Pennsylvania State University CiteSeerX Archives ) Array ( [Name] => TitleSource [Label] => Source [Group] => Src [Data] => <i>http://nbousque.free.fr/Docs/preprints/preprint4.pdf</i>. ) Array ( [Name] => DatePubCY [Label] => Publication Year [Group] => Date [Data] => 2005 ) Array ( [Name] => Subset [Label] => Collection [Group] => HoldingsInfo [Data] => CiteSeerX ) Array ( [Name] => Abstract [Label] => Description [Group] => Ab [Data] => Considering reliability models In a Bayesian context, we propose an approach where experts opinions are supposed to come from fictitious data. Acting in such a way allows the analyst to weight the importance of the expert opinion in regard to the actual sample size in a sensible and reliable way. The control of experts knowledge becomes a control of the Fisher information on the reliability model parameters. Thus, the comparison between Feedback Experience Data (FED) and expert data through the reliability model and the prior distribution is easy and makes simple the calibration of the hyperparameters prior distribution to control the importance of expert contribution compared to the information provided by the observed sample. The presented approach is exemplified with Weibull models. 1 ) Array ( [Name] => TypeDocument [Label] => Document Type [Group] => TypDoc [Data] => text ) Array ( [Name] => Format [Label] => File Description [Group] => SrcInfo [Data] => application/pdf ) Array ( [Name] => Language [Label] => Language [Group] => Lang [Data] => English ) Array ( [Name] => NoteTitleSource [Label] => Relation [Group] => SrcInfo [Data] => http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.475.175; http://nbousque.free.fr/Docs/preprints/preprint4.pdf ) Array ( [Name] => URL [Label] => Availability [Group] => URL [Data] => http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.475.175<br />http://nbousque.free.fr/Docs/preprints/preprint4.pdf ) Array ( [Name] => Copyright [Label] => Rights [Group] => Cpyrght [Data] => Metadata may be used without restrictions as long as the oai identifier remains attached to it. ) Array ( [Name] => AN [Label] => Accession Number [Group] => ID [Data] => edsbas.5EDA491B ) |
| RecordInfo |
Array
(
[BibEntity] => Array
(
[Languages] => Array
(
[0] => Array
(
[Text] => English
)
)
[Titles] => Array
(
[0] => Array
(
[TitleFull] => Modelling and eliciting expert knowledge with fictitious data
[Type] => main
)
)
)
[BibRelationships] => Array
(
[HasContributorRelationships] => Array
(
[0] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => François Billy
)
)
)
[1] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Nicolas Bousquet
)
)
)
[2] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Gilles Celeux
)
)
)
[3] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Inria Futurs
)
)
)
[4] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Équipe Select
)
)
)
[5] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Université Paris-sud Orsay
)
)
)
[6] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => The Pennsylvania State University CiteSeerX Archives
)
)
)
)
[IsPartOfRelationships] => Array
(
[0] => Array
(
[BibEntity] => Array
(
[Dates] => Array
(
[0] => Array
(
[D] => 01
[M] => 01
[Type] => published
[Y] => 2005
)
)
[Identifiers] => Array
(
[0] => Array
(
[Type] => issn-locals
[Value] => edsbas
)
[1] => Array
(
[Type] => issn-locals
[Value] => edsbas.oa
)
)
[Titles] => Array
(
[0] => Array
(
[TitleFull] => http://nbousque.free.fr/Docs/preprints/preprint4.pdf
[Type] => main
)
)
)
)
)
)
)
|
| IllustrationInfo |