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Article: Checking the adequacy of a partial linear model
Title | Checking the adequacy of a partial linear model |
---|---|
Authors | |
Keywords | Conditional distribution Empirical process Partially linear model Re-sampling |
Issue Date | 2003 |
Publisher | Academia Sinica, Institute of Statistical Science. The Journal's web site is located at http://www.stat.sinica.edu.tw/statistica/ |
Citation | Statistica Sinica, 2003, v. 13 n. 3, p. 763-781 How to Cite? |
Abstract | A partial linear model is a model where the response variable depends on some covariates linearly and on others nonparametrically. In this article, we construct an empirical process-based test for examining the adequacy of partial linearity of model. A re-sampling approach, called random symmetrization (RS), is applied to obtain the approximation to the null distribution of the test. The procedure is easy to implement. A simulation study is carried out and application to an example is made. |
Persistent Identifier | http://hdl.handle.net/10722/45361 |
ISSN | 2023 Impact Factor: 1.5 2023 SCImago Journal Rankings: 1.368 |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Zhu, LX | en_HK |
dc.contributor.author | Ng, KW | en_HK |
dc.date.accessioned | 2007-10-30T06:23:45Z | - |
dc.date.available | 2007-10-30T06:23:45Z | - |
dc.date.issued | 2003 | en_HK |
dc.identifier.citation | Statistica Sinica, 2003, v. 13 n. 3, p. 763-781 | en_HK |
dc.identifier.issn | 1017-0405 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/45361 | - |
dc.description.abstract | A partial linear model is a model where the response variable depends on some covariates linearly and on others nonparametrically. In this article, we construct an empirical process-based test for examining the adequacy of partial linearity of model. A re-sampling approach, called random symmetrization (RS), is applied to obtain the approximation to the null distribution of the test. The procedure is easy to implement. A simulation study is carried out and application to an example is made. | en_HK |
dc.format.extent | 805770 bytes | - |
dc.format.extent | 2525 bytes | - |
dc.format.extent | 1940 bytes | - |
dc.format.mimetype | application/pdf | - |
dc.format.mimetype | text/plain | - |
dc.format.mimetype | text/plain | - |
dc.language | eng | en_HK |
dc.publisher | Academia Sinica, Institute of Statistical Science. The Journal's web site is located at http://www.stat.sinica.edu.tw/statistica/ | en_HK |
dc.relation.ispartof | Statistica Sinica | en_HK |
dc.subject | Conditional distribution | en_HK |
dc.subject | Empirical process | en_HK |
dc.subject | Partially linear model | en_HK |
dc.subject | Re-sampling | en_HK |
dc.title | Checking the adequacy of a partial linear model | en_HK |
dc.type | Article | en_HK |
dc.identifier.openurl | http://library.hku.hk:4550/resserv?sid=HKU:IR&issn=1017-0405&volume=13&issue=3&spage=763&epage=781&date=2003&atitle=Checking+the+adequacy+of+a+partial+linear+model | en_HK |
dc.identifier.email | Ng, KW: kaing@hkucc.hku.hk | en_HK |
dc.identifier.authority | Ng, KW=rp00765 | en_HK |
dc.description.nature | published_or_final_version | en_HK |
dc.identifier.scopus | eid_2-s2.0-0141796397 | en_HK |
dc.identifier.hkuros | 84981 | - |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-0141796397&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 13 | en_HK |
dc.identifier.issue | 3 | en_HK |
dc.identifier.spage | 763 | en_HK |
dc.identifier.epage | 781 | en_HK |
dc.publisher.place | Taiwan, Republic of China | en_HK |
dc.identifier.scopusauthorid | Zhu, LX=7404201068 | en_HK |
dc.identifier.scopusauthorid | Ng, KW=7403178774 | en_HK |
dc.identifier.issnl | 1017-0405 | - |