Semiparametric partially linear regression models for functional data
In the context of longitudinal data analysis, a random function typically represents a subject that is often observed at a small number of time point. For discarding this restricted condition of observation number of each subject, we consider the semiparametric partially linear regression models wit...
Saved in:
| Published in | Journal of statistical planning and inference Vol. 142; no. 9; pp. 2518 - 2529 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.09.2012
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 0378-3758 1873-1171 |
| DOI | 10.1016/j.jspi.2012.03.004 |
Cover
| Abstract | In the context of longitudinal data analysis, a random function typically represents a subject that is often observed at a small number of time point. For discarding this restricted condition of observation number of each subject, we consider the semiparametric partially linear regression models with mean function x⊤β + g(z), where x and z are functional data. The estimations of β and g(z) are presented and some asymptotic results are given. It is shown that the estimator of the parametric component is asymptotically normal. The convergence rate of the estimator of the nonparametric component is also obtained. Here, the observation number of each subject is completely flexible. Some simulation study is conducted to investigate the finite sample performance of the proposed estimators. |
|---|---|
| AbstractList | In the context of longitudinal data analysis, a random function typically represents a subject that is often observed at a small number of time point. For discarding this restricted condition of observation number of each subject, we consider the semiparametric partially linear regression models with mean function x⊤β + g(z), where x and z are functional data. The estimations of β and g(z) are presented and some asymptotic results are given. It is shown that the estimator of the parametric component is asymptotically normal. The convergence rate of the estimator of the nonparametric component is also obtained. Here, the observation number of each subject is completely flexible. Some simulation study is conducted to investigate the finite sample performance of the proposed estimators. |
| Author | Wang, Qihua Zhang, Tao |
| Author_xml | – sequence: 1 givenname: Tao surname: Zhang fullname: Zhang, Tao organization: School of Mathematics and Statistics, Yunnan University, Kunming, China – sequence: 2 givenname: Qihua surname: Wang fullname: Wang, Qihua email: qhwang@amss.ac.cn organization: School of Mathematics and Statistics, Yunnan University, Kunming, China |
| BookMark | eNp9kMFKw0AQhhepYFt9AU95gcTZbJJNwYuUaoWCB_W8bGYnsmGTlN1V6NubUE8eOpcZfviGmW_FFsM4EGP3HDIOvHrosi4cbZYDzzMQGUBxxZa8liLlXPIFW4KQdSpkWd-wVQgdTFVBuWS7d-rtUXvdU_QWk2mMVjt3SpwdSPvE05enEOw4JP1oyIWkHX3Sfg8Yp0y7xOiob9l1q12gu7--Zp_Pu4_tPj28vbxunw4pCoCY8oYkL6AtseSVaLCsC8TCbLAxkldNhXmbUyGgaYHriopSylKLeiOxIYMbI9asPu9FP4bgqVVoo54PiV5bpzioWYfq1KxDzToUCDXpmND8H3r0ttf-dBl6PEPT3_RjyauAlgYkYz1hVGa0l_BfSvJ9WQ |
| CitedBy_id | crossref_primary_10_1016_j_spl_2013_04_017 crossref_primary_10_4236_ojs_2018_82023 crossref_primary_10_1007_s00362_015_0666_2 crossref_primary_10_1016_j_spl_2012_12_004 crossref_primary_10_3390_en6052583 crossref_primary_10_1080_02331888_2015_1094069 |
| Cites_doi | 10.1016/j.spl.2005.12.007 10.1198/016214501753208708 10.1198/016214504000001745 10.1214/009053604000001156 10.1016/j.jmva.2008.04.004 10.1111/j.1467-9469.2005.00429.x 10.1080/02331880801980377 10.3150/bj/1077544603 10.1214/11-AOS882 10.1214/09-AOS742 10.1080/01621459.1986.10478274 10.1214/009053606000000957 10.1198/jasa.2010.tm09313 10.1111/j.1467-9868.2005.00535.x 10.1198/016214504000001060 10.1214/aos/1176345455 10.1016/j.jmva.2007.04.010 10.1016/j.csda.2008.11.023 10.2307/2532783 10.1093/biomet/asp069 10.1016/j.jspi.2009.03.001 10.1111/j.1541-0420.2009.01293.x |
| ContentType | Journal Article |
| Copyright | 2012 Elsevier B.V. |
| Copyright_xml | – notice: 2012 Elsevier B.V. |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.jspi.2012.03.004 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Statistics Mathematics |
| EISSN | 1873-1171 |
| EndPage | 2529 |
| ExternalDocumentID | 10_1016_j_jspi_2012_03_004 S0378375812001206 |
| GroupedDBID | --K --M -~X .DC .~1 0R~ 1B1 1OL 1RT 1~. 1~5 29L 4.4 457 4G. 5GY 5VS 6P2 7-5 71M 8P~ 9JN 9JO AAAKF AAAKG AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARIN AAXUO ABAOU ABEHJ ABFNM ABFRF ABJNI ABMAC ABUCO ABXDB ABYKQ ACAZW ACDAQ ACGFO ACGFS ACRLP ADBBV ADEZE ADGUI ADMUD AEBSH AEFWE AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AI. AIEXJ AIGVJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ APLSM ARUGR ASPBG AVWKF AXJTR AZFZN BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HAMUX HMJ HVGLF HZ~ H~9 IHE J1W KOM LY1 M26 M41 MHUIS MO0 N9A NHB O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SDF SDG SDP SDS SES SEW SME SPC SPCBC SSB SSD SSW SSZ T5K TN5 UNMZH VH1 WUQ XFK ~G- AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c300t-1be7140f5c5163bc584cc4d9cbd716b6c2f2e430bf01a6e45775a3897cbedc9d3 |
| IEDL.DBID | AIKHN |
| ISSN | 0378-3758 |
| IngestDate | Wed Oct 01 00:55:36 EDT 2025 Thu Apr 24 23:04:44 EDT 2025 Fri Feb 23 02:26:32 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 9 |
| Keywords | Semiparametric partially linear regression models Longitudinal data Functional data Asymptotic normality |
| Language | English |
| License | https://www.elsevier.com/tdm/userlicense/1.0 |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c300t-1be7140f5c5163bc584cc4d9cbd716b6c2f2e430bf01a6e45775a3897cbedc9d3 |
| PageCount | 12 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_jspi_2012_03_004 crossref_primary_10_1016_j_jspi_2012_03_004 elsevier_sciencedirect_doi_10_1016_j_jspi_2012_03_004 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | September 2012 2012-9-00 |
| PublicationDateYYYYMMDD | 2012-09-01 |
| PublicationDate_xml | – month: 09 year: 2012 text: September 2012 |
| PublicationDecade | 2010 |
| PublicationTitle | Journal of statistical planning and inference |
| PublicationYear | 2012 |
| Publisher | Elsevier B.V |
| Publisher_xml | – name: Elsevier B.V |
| References | Hall, Hosseini-Nasab (bib14) 2006; 68 Müller, Stadtmüller (bib20) 2005; 33 Chen, Hall, Müller (bib6) 2011; 39 Engle, Granger, Rice, Weiss (bib8) 1986; 81 Hall, Horowitz (bib13) 2007; 35 Rice (bib23) 2004; 14 Ferraty, F., Vieu, P., 2006. Nonparametric Functional Data Analysis. Theory and Practice. Springer, New York Ramsay, Silverman (bib22) 2005 Fan, Li (bib9) 2004; 99 Marron (bib19) 2004; 14 Zeger, Diggle (bib29) 1994; 50 Lin, Carroll (bib18) 2001; 96 Yao, Müller, Wang (bib27) 2005; 100 Yao, Müller (bib28) 2010; 97 Ferraty, Vieu (bib11) 2009; 53 Wu (bib26) 1981; 9 Bai, Fung, Zhu (bib5) 2009; 100 Müller (bib21) 2006; 32 Aneiros Pérez, González-Manteiga, Vieu (bib2) 2004; 10 Aneiros Pérez, Vieu (bib3) 2006; 76 Valderrama, Ocaña, Aguilera, Ocaña-Peinado (bib25) 2010; 66 Lian (bib16) 2009; 139 Ferraty, Romain (bib12) 2011 Diggle, Hergerty, Liang, Zeger (bib7) 2002 Aneiros Pérez, Vieu (bib4) 2008; 100 Jiang, Wang (bib15) 2010; 38 Shin (bib24) 2009; 139 Zhao, Marron, Wells (bib30) 2004; 14 Ait-Saïdi, Ferraty, Kassa, Vieu (bib1) 2008; 42 Li, Wang, Carroll (bib17) 2010; 105 Engle (10.1016/j.jspi.2012.03.004_bib8) 1986; 81 Bai (10.1016/j.jspi.2012.03.004_bib5) 2009; 100 Yao (10.1016/j.jspi.2012.03.004_bib28) 2010; 97 Ferraty (10.1016/j.jspi.2012.03.004_bib12) 2011 Hall (10.1016/j.jspi.2012.03.004_bib13) 2007; 35 Ait-Saïdi (10.1016/j.jspi.2012.03.004_bib1) 2008; 42 Chen (10.1016/j.jspi.2012.03.004_bib6) 2011; 39 Zhao (10.1016/j.jspi.2012.03.004_bib30) 2004; 14 Aneiros Pérez (10.1016/j.jspi.2012.03.004_bib2) 2004; 10 Aneiros Pérez (10.1016/j.jspi.2012.03.004_bib3) 2006; 76 Fan (10.1016/j.jspi.2012.03.004_bib9) 2004; 99 Müller (10.1016/j.jspi.2012.03.004_bib21) 2006; 32 Wu (10.1016/j.jspi.2012.03.004_bib26) 1981; 9 Zeger (10.1016/j.jspi.2012.03.004_bib29) 1994; 50 Lian (10.1016/j.jspi.2012.03.004_bib16) 2009; 139 Diggle (10.1016/j.jspi.2012.03.004_bib7) 2002 Lin (10.1016/j.jspi.2012.03.004_bib18) 2001; 96 Rice (10.1016/j.jspi.2012.03.004_bib23) 2004; 14 Ferraty (10.1016/j.jspi.2012.03.004_bib11) 2009; 53 10.1016/j.jspi.2012.03.004_bib10 Yao (10.1016/j.jspi.2012.03.004_bib27) 2005; 100 Marron (10.1016/j.jspi.2012.03.004_bib19) 2004; 14 Müller (10.1016/j.jspi.2012.03.004_bib20) 2005; 33 Hall (10.1016/j.jspi.2012.03.004_bib14) 2006; 68 Valderrama (10.1016/j.jspi.2012.03.004_bib25) 2010; 66 Aneiros Pérez (10.1016/j.jspi.2012.03.004_bib4) 2008; 100 Ramsay (10.1016/j.jspi.2012.03.004_bib22) 2005 Shin (10.1016/j.jspi.2012.03.004_bib24) 2009; 139 Li (10.1016/j.jspi.2012.03.004_bib17) 2010; 105 Jiang (10.1016/j.jspi.2012.03.004_bib15) 2010; 38 |
| References_xml | – volume: 100 start-page: 152 year: 2009 end-page: 161 ident: bib5 article-title: Penalized quadratic inference functions for single-index models with longitudinal data publication-title: Journal of Multivariate Analysis – volume: 50 start-page: 689 year: 1994 end-page: 699 ident: bib29 article-title: Semiparametric models for longitudinal data with application to CD4 cell numbers in HIV seroconverters publication-title: Biometrics – volume: 53 start-page: 1400 year: 2009 end-page: 1413 ident: bib11 article-title: Additive prediction and boosting for functional data publication-title: Computational Statistics & Data Analysis – volume: 66 start-page: 578 year: 2010 end-page: 585 ident: bib25 article-title: Forecasting pollen concentration by a two-step functional model publication-title: Biometrics – volume: 42 start-page: 475 year: 2008 end-page: 494 ident: bib1 article-title: Cross-validated estimations in the single-functional index model publication-title: Statistics – volume: 14 start-page: 631 year: 2004 end-page: 647 ident: bib23 article-title: Functional and longitudinal data analysis: perspectives on smoothing publication-title: Statistica Sinica – volume: 81 start-page: 310 year: 1986 end-page: 320 ident: bib8 article-title: Nonparametric estimates of the relation between weather and electricity sales publication-title: Journal of the American Statistical Association – volume: 99 start-page: 710 year: 2004 end-page: 723 ident: bib9 article-title: New estimation and models selection procedures for semiparametric modeling in longitudinal data analysis publication-title: Journal of the American Statistical Association – year: 2011 ident: bib12 article-title: The Oxford Handbook of Functional Data Analysis – volume: 35 start-page: 70 year: 2007 end-page: 91 ident: bib13 article-title: Methodology and convergence rates for functional linear regression publication-title: Annals of Statistics – volume: 139 start-page: 3405 year: 2009 end-page: 3418 ident: bib16 article-title: Functional partial linear regression publication-title: Journal of Nonparametric Statistics – volume: 10 start-page: 49 year: 2004 end-page: 78 ident: bib2 article-title: Estimation and testing in a partial linear regression model under long-memory dependence publication-title: Bernoulli – volume: 105 start-page: 621 year: 2010 end-page: 633 ident: bib17 article-title: Generalized functional linear models with semiparametric single-index interactions publication-title: Journal of the American Statistical Association – volume: 100 start-page: 577 year: 2005 end-page: 590 ident: bib27 article-title: Functional data analysis for sparse longitudinal data publication-title: Journal of the American Statistical Association – volume: 33 start-page: 774 year: 2005 end-page: 805 ident: bib20 article-title: Generalized functional linear models publication-title: Annals of Statistics – volume: 14 start-page: 615 year: 2004 end-page: 629 ident: bib19 article-title: Discussion of nonparametric and semiparametric regression publication-title: Statistica Sinica – volume: 139 start-page: 3405 year: 2009 end-page: 3418 ident: bib24 article-title: Partial functional linear regression publication-title: Journal of Statistical Planning and Inference – volume: 97 start-page: 49 year: 2010 end-page: 64 ident: bib28 article-title: Functional quadratic regression publication-title: Biometrika – volume: 39 start-page: 1720 year: 2011 end-page: 1747 ident: bib6 article-title: Single and multiple index functional regression models with nonparametric link publication-title: Annals of Statistics – reference: Ferraty, F., Vieu, P., 2006. Nonparametric Functional Data Analysis. Theory and Practice. Springer, New York – volume: 68 start-page: 109 year: 2006 end-page: 126 ident: bib14 article-title: On properties of functional principal components analysis publication-title: Journal of the Royal Statistical Society. Series B – volume: 38 start-page: 1194 year: 2010 end-page: 1226 ident: bib15 article-title: Covariate adjusted functional principal components analysis for longitudinal data publication-title: Annals of Statistics – year: 2005 ident: bib22 article-title: Functional Data Analysis – volume: 9 start-page: 501 year: 1981 end-page: 513 ident: bib26 article-title: Asymptotic theory of nonlinear least squares estimation publication-title: Annals of Statistics – volume: 96 start-page: 1045 year: 2001 end-page: 1056 ident: bib18 article-title: Semiparametric regression for clustered data: using generalized estimating equations publication-title: Journal of the American Statistical Association – volume: 100 start-page: 834 year: 2008 end-page: 857 ident: bib4 article-title: Nonparametric time series prediction: a semi-functional partial linear modeling publication-title: Journal of Multivariate Analysis – volume: 32 start-page: 223 year: 2006 end-page: 246 ident: bib21 article-title: Functional modelling and classification of longitudinal data publication-title: Scandinavian Journal of Statistics – year: 2002 ident: bib7 article-title: Analysis of Longitudinal Data – volume: 14 start-page: 789 year: 2004 end-page: 808 ident: bib30 article-title: The functional data analysis view of longitudinal data publication-title: Statistica Sinica – volume: 76 start-page: 1102 year: 2006 end-page: 1110 ident: bib3 article-title: Semi-functional partial linear regression publication-title: Statistics & Probability Letters – volume: 76 start-page: 1102 year: 2006 ident: 10.1016/j.jspi.2012.03.004_bib3 article-title: Semi-functional partial linear regression publication-title: Statistics & Probability Letters doi: 10.1016/j.spl.2005.12.007 – volume: 96 start-page: 1045 year: 2001 ident: 10.1016/j.jspi.2012.03.004_bib18 article-title: Semiparametric regression for clustered data: using generalized estimating equations publication-title: Journal of the American Statistical Association doi: 10.1198/016214501753208708 – volume: 100 start-page: 577 year: 2005 ident: 10.1016/j.jspi.2012.03.004_bib27 article-title: Functional data analysis for sparse longitudinal data publication-title: Journal of the American Statistical Association doi: 10.1198/016214504000001745 – volume: 33 start-page: 774 year: 2005 ident: 10.1016/j.jspi.2012.03.004_bib20 article-title: Generalized functional linear models publication-title: Annals of Statistics doi: 10.1214/009053604000001156 – volume: 100 start-page: 152 year: 2009 ident: 10.1016/j.jspi.2012.03.004_bib5 article-title: Penalized quadratic inference functions for single-index models with longitudinal data publication-title: Journal of Multivariate Analysis doi: 10.1016/j.jmva.2008.04.004 – year: 2002 ident: 10.1016/j.jspi.2012.03.004_bib7 – volume: 32 start-page: 223 year: 2006 ident: 10.1016/j.jspi.2012.03.004_bib21 article-title: Functional modelling and classification of longitudinal data publication-title: Scandinavian Journal of Statistics doi: 10.1111/j.1467-9469.2005.00429.x – volume: 42 start-page: 475 year: 2008 ident: 10.1016/j.jspi.2012.03.004_bib1 article-title: Cross-validated estimations in the single-functional index model publication-title: Statistics doi: 10.1080/02331880801980377 – volume: 10 start-page: 49 year: 2004 ident: 10.1016/j.jspi.2012.03.004_bib2 article-title: Estimation and testing in a partial linear regression model under long-memory dependence publication-title: Bernoulli doi: 10.3150/bj/1077544603 – volume: 39 start-page: 1720 year: 2011 ident: 10.1016/j.jspi.2012.03.004_bib6 article-title: Single and multiple index functional regression models with nonparametric link publication-title: Annals of Statistics doi: 10.1214/11-AOS882 – year: 2005 ident: 10.1016/j.jspi.2012.03.004_bib22 – year: 2011 ident: 10.1016/j.jspi.2012.03.004_bib12 – volume: 38 start-page: 1194 year: 2010 ident: 10.1016/j.jspi.2012.03.004_bib15 article-title: Covariate adjusted functional principal components analysis for longitudinal data publication-title: Annals of Statistics doi: 10.1214/09-AOS742 – volume: 14 start-page: 631 year: 2004 ident: 10.1016/j.jspi.2012.03.004_bib23 article-title: Functional and longitudinal data analysis: perspectives on smoothing publication-title: Statistica Sinica – volume: 81 start-page: 310 year: 1986 ident: 10.1016/j.jspi.2012.03.004_bib8 article-title: Nonparametric estimates of the relation between weather and electricity sales publication-title: Journal of the American Statistical Association doi: 10.1080/01621459.1986.10478274 – volume: 35 start-page: 70 year: 2007 ident: 10.1016/j.jspi.2012.03.004_bib13 article-title: Methodology and convergence rates for functional linear regression publication-title: Annals of Statistics doi: 10.1214/009053606000000957 – volume: 105 start-page: 621 year: 2010 ident: 10.1016/j.jspi.2012.03.004_bib17 article-title: Generalized functional linear models with semiparametric single-index interactions publication-title: Journal of the American Statistical Association doi: 10.1198/jasa.2010.tm09313 – ident: 10.1016/j.jspi.2012.03.004_bib10 – volume: 139 start-page: 3405 year: 2009 ident: 10.1016/j.jspi.2012.03.004_bib16 article-title: Functional partial linear regression publication-title: Journal of Nonparametric Statistics – volume: 68 start-page: 109 year: 2006 ident: 10.1016/j.jspi.2012.03.004_bib14 article-title: On properties of functional principal components analysis publication-title: Journal of the Royal Statistical Society. Series B doi: 10.1111/j.1467-9868.2005.00535.x – volume: 99 start-page: 710 year: 2004 ident: 10.1016/j.jspi.2012.03.004_bib9 article-title: New estimation and models selection procedures for semiparametric modeling in longitudinal data analysis publication-title: Journal of the American Statistical Association doi: 10.1198/016214504000001060 – volume: 9 start-page: 501 year: 1981 ident: 10.1016/j.jspi.2012.03.004_bib26 article-title: Asymptotic theory of nonlinear least squares estimation publication-title: Annals of Statistics doi: 10.1214/aos/1176345455 – volume: 100 start-page: 834 year: 2008 ident: 10.1016/j.jspi.2012.03.004_bib4 article-title: Nonparametric time series prediction: a semi-functional partial linear modeling publication-title: Journal of Multivariate Analysis doi: 10.1016/j.jmva.2007.04.010 – volume: 53 start-page: 1400 year: 2009 ident: 10.1016/j.jspi.2012.03.004_bib11 article-title: Additive prediction and boosting for functional data publication-title: Computational Statistics & Data Analysis doi: 10.1016/j.csda.2008.11.023 – volume: 14 start-page: 789 year: 2004 ident: 10.1016/j.jspi.2012.03.004_bib30 article-title: The functional data analysis view of longitudinal data publication-title: Statistica Sinica – volume: 50 start-page: 689 year: 1994 ident: 10.1016/j.jspi.2012.03.004_bib29 article-title: Semiparametric models for longitudinal data with application to CD4 cell numbers in HIV seroconverters publication-title: Biometrics doi: 10.2307/2532783 – volume: 14 start-page: 615 year: 2004 ident: 10.1016/j.jspi.2012.03.004_bib19 article-title: Discussion of nonparametric and semiparametric regression publication-title: Statistica Sinica – volume: 97 start-page: 49 year: 2010 ident: 10.1016/j.jspi.2012.03.004_bib28 article-title: Functional quadratic regression publication-title: Biometrika doi: 10.1093/biomet/asp069 – volume: 139 start-page: 3405 year: 2009 ident: 10.1016/j.jspi.2012.03.004_bib24 article-title: Partial functional linear regression publication-title: Journal of Statistical Planning and Inference doi: 10.1016/j.jspi.2009.03.001 – volume: 66 start-page: 578 year: 2010 ident: 10.1016/j.jspi.2012.03.004_bib25 article-title: Forecasting pollen concentration by a two-step functional model publication-title: Biometrics doi: 10.1111/j.1541-0420.2009.01293.x |
| SSID | ssj0000605 |
| Score | 1.981536 |
| Snippet | In the context of longitudinal data analysis, a random function typically represents a subject that is often observed at a small number of time point. For... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 2518 |
| SubjectTerms | Asymptotic normality Functional data Longitudinal data Semiparametric partially linear regression models |
| Title | Semiparametric partially linear regression models for functional data |
| URI | https://dx.doi.org/10.1016/j.jspi.2012.03.004 |
| Volume | 142 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) customDbUrl: eissn: 1873-1171 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000605 issn: 0378-3758 databaseCode: GBLVA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier Freedom Collection customDbUrl: eissn: 1873-1171 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000605 issn: 0378-3758 databaseCode: ACRLP dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection customDbUrl: eissn: 1873-1171 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000605 issn: 0378-3758 databaseCode: .~1 dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals [SCFCJ] customDbUrl: eissn: 1873-1171 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000605 issn: 0378-3758 databaseCode: AIKHN dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals customDbUrl: mediaType: online eissn: 1873-1171 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000605 issn: 0378-3758 databaseCode: AKRWK dateStart: 19770201 isFulltext: true providerName: Library Specific Holdings |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV09T8MwED31YykDggKifFQe2FCo49j5GKuqVQHRpVTqFtmOg1q1IWrLwMJvx46TCiTUgTFRTnKerLvn5N07gDvChC7TnDhYMOrQhOk8GMrEcVXIQ55wl6jC7XPij2f0ac7mNRhUvTBGVlnmfpvTi2xd3umVaPbyxaI3xV6gT1dMV6iiA9SvQ5N4kUsa0Ow_Po8nPxKyVTJ6RgmgA8reGSvzWm7zhVF4Eet1Sv-uTz9qzugEjkuyiPp2PadQU1kbjl72TqvbNrQMW7Rmy2cwnKr1wph5r82cLIly8yZ8tfpEhkzyDdqoN6t7zVAxAmeLNGdFprbZT4LICEbPYTYavg7GTjknwZEexjvHFcrY7qVMMs2uhNScQkqaRFIk-jQkfElSoqiHRYpd7ivKgoBxTVQCKVQio8S7gEb2nqlLQDwIWepxrmSqaMoD85M1wmEglMtFgGUH3AqdWJYm4maWxSqu1GLL2CAaG0Rj7MUa0Q7c72Nya6Fx8GlWgR7_2gixzvEH4q7-GXcNLXNlZWM30NhtPtSt5hk70YX6w5fbLXfTN_9K0x0 |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV09b8IwED1RGEqHqqWtSj89dKsinMROwohQUSgfCyCxWbbjVEFAI6BD_31tHBCVKoauSU5ynqy75-TdO4AXjwpdprnnYEGJQxKq82AkE8dVEY94wl1Pbd0-h0E8Ie9TOi1Be9cLY2SVRe63OX2brYsrjQLNRp5ljRH2Q326orpCbTtAgxOoEOo3ozJUWt1ePDxIyFbJ6BslgA4oemeszGu2zjOj8PKs1yn5uz4d1JzOBZwXZBG17HouoaSWNTgb7J1W1zWoGrZozZav4G2kFpkx816YOVkS5eZN-Hz-jQyZ5Cu0Uh9W97pE2xE4a6Q5KzK1zX4SREYweg2Tztu4HTvFnARH-hhvHFcoY7uXUkk1uxJScwopSdKUItGnIRFIL_UU8bFIscsDRWgYUq6JSiiFSmQz8W-gvPxcqltAPIxo6nOuZKpIykPzk7WJo1Aol4sQyzq4O3SYLEzEzSyLOdupxWbMIMoMogz7TCNah9d9TG4tNI4-TXegs18bgekcfyTu7p9xz3Aajwd91u8Oe_dQNXeshOwBypvVl3rUnGMjnoo99QMnl9UV |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Semiparametric+partially+linear+regression+models+for+functional+data&rft.jtitle=Journal+of+statistical+planning+and+inference&rft.au=Zhang%2C+Tao&rft.au=Wang%2C+Qihua&rft.date=2012-09-01&rft.issn=0378-3758&rft.volume=142&rft.issue=9&rft.spage=2518&rft.epage=2529&rft_id=info:doi/10.1016%2Fj.jspi.2012.03.004&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_jspi_2012_03_004 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0378-3758&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0378-3758&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0378-3758&client=summon |