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10.1080/10618600.2020.1713797 https://doi.org/10.1080/10618600.2020.1713797 application/pdf 10.1080/10618600.2020.1713797 en-US Estimating Truncated Functional Linear Models With a Nested Group Bridge Approach Taylor & Francis Journal of Computational and Graphical Statistics, 2020. doi: 10.1080/10618600.2020.1713797 Guan Tianyu Lin Zhenhua Cao Jiguo B-spline basis functions; Functional data analysis; Functional linear regression; Group bridge approach; Locally sparse; Penalized B-splines VoR 10.1080/10618600.2020.1713797 2020-02-21 True www.tandfonline.com 10.1080/10618600.2020.1713797 2020-02-21 True www.tandfonline.com endstream endobj 5 0 obj << /Dests 28 0 R /EmbeddedFiles 29 0 R >> endobj 6 0 obj << /Count 13 /First 30 0 R /Last 30 0 R /Type /Outlines >> endobj 8 0 obj << /Resources 31 0 R /Type /Page /MediaBox [0.0 0.0 634.32 833.04] /CropBox [0.0 0.0 634.32 833.04] /BleedBox [0 0 634.32 833.04] /TrimBox [0 0 634.32 833.04] /Parent 2 0 R /Annots [32 0 R 33 0 R 34 0 R 35 0 R 36 0 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W{ȿ | @"kb/|}Q;eݱLH84v60m#:h+G#=;ԤuʆA≋# :S=Vmo aUqG?>sb/ŇU"|rH$,jl:,|G@ݻBg~*afDaw(}fE@68.u_Nf/‡0!JUf* UQy a[aG8< Qh ;d2Z&TwwwvtSi5 RЊ)lGSQn2?w?9'lfxzo6~?g{))= hOh:Jp.xn|qb{MG6jH>QE+$TtŽdlKMWݴ.z@Kr"M!6"c:ʦ!a]xѿ }6 NSwj[9?e iG.)^l4OAZdhxg޻ptcEqUU9Ze'72 Oؓu`ǟx%fhow?xj>gP}]UuFUr1P5Dy.fꨠؙwŗ X9 L ߕ'nQoWy`(R[#y<&ZXb0+URE;!|d7#-aoӨe3`Fm6 1@HTR0q@y/Õ~vunoJcQkQOfҾuK^e{}y!vG  L 7ui endstream endobj 603 0 obj << /Length 1912 /Filter /FlateDecode /Subtype /Type1C >> stream H|U{TT˽\-*{WJ F4j#D|c]VX]}Q!* QVK|5&zՀ)hӨD4'3}o7 ˄0,FfM5gAR7cHKF#0K2gņeD1Q,>*6>镌εVlt9_ v{QTPًlEvj0&d]iFb:Cu B n[mt+?yOr \ݐo3Ph79V[ BcTbp[l")k6Zu @'<;2`ct,?%%& [5"nApBӏՏ͵ mQeRf,c2v+d;ô3g#0iLu f1p'؏3 sc~gnAȈ!kCBzxur7ǡCBsCKB%ԭ+g@ə aa caM"C e~l j OucQ'r2R 2_KE&j?´5׈f%&.U;h7k_<!^ vC{vlSB޻lߔlsU;ND;DzpE.v7hݡJ+05 b:U\Zb"}oł !5@aJIR3aCug$ -xk%ӣ^s]1t^bDŽKn} M8oH ~1!\ f ыR,wd~׺糷Z,EHRf >H>.#y p K_`aBjb x  Ϟ(([/z @0"޼SШTjT޳Sl.-Uc* 5[UUu5ꆚMU- <dVhj߫ZT46m6mШgJlxcƦM憖Fu+MEnu͕nEӁOhΒ)`p82+Ss3/C,yK< 4-Q 3c]V~zoh ҇\ !ôg^{jI$Gam.0G֋FdO׊$M"RM*= Eu?f:Z"0QO@O2!iz})K{w7@^D;{Ζ='"2}D` endstream endobj 604 0 obj << /Length 221 /BitsPerSample 8 /Decode [0 1 0 1 0 1 0 1] /Domain [0 1] /Encode [0 63] /Filter /FlateDecode /FunctionType 0 /Range [0 1 0 1 0 1 0 1] /Size [64] >> stream HDiO9 *^ 1E jVk}y~o ? əˑӁ#o- /+V1xu9'Y8"Nє$dٌGGCVÀ8}3Ɲ6wmm1h6cӳmjRU.(puˢfT S4,cr,U%ɐM+LFIK$""R*EJ' endstream endobj 605 0 obj << /Length 1512 /Filter /FlateDecode /Subtype /Type1C >> stream H|SyPW%d#!Ƒ5Qvwx HW+A)V"#1 bERG mTBA-x#xVm8èӱ2oej_?}|}w2=*XF&$c?O côaSBF+/mcF߳Y!CoIM^ϿԔ3y'fZ >QL$2m` E&*b,%fQ,"sxb1[9Da&#:)dl Q;7zaLb9YR+nl`BS ]ExZpuJWS%2C0 %00_XYx.JOO[hZcsH0Lf5q ^1\:)eah&%b9e-{/Oۉ)=J+*_bT-GNBCѰa3d@(@*ښ[ Lx-W9ʌN6]y(+U?F~чh@wrɞZvoҼU)ELTg핿dpOQ 79uTxjs;O({WRUe8cFHs{PNԘEv1iV핼VOsgo 9G FmGӒ6{Q^F<uec"]ZErO.f fSJ!Smݡ#58%ZRb; /Tc(5^(f/:q)U%s~0Ym͏) q^VW1t(\z7[6U˙yY-w9> stream Hbd`ab`ddtvv/-L- f!CGwOY{]xdžK̈vȍql-B>}OHo;\&{e; }>$|AxÏ3vo0cIui/y 9~{|}`CþDz oaǚKfN竝Œ3?Z۵{äs9qF ɰ endstream endobj 607 0 obj << /Length 2626 /Filter /FlateDecode /Subtype /Type1C >> stream H|UkPWnN4;=/$hAVvAy)d$ ̌3Q+"< ""&D5Q,q+5JVmu=;ݍc"}Țš9"%\^ޚFgMpNP*um8zcimRL`%,asNkeZ*_>zRI 9Z]jVFd5 ]joVVIզjC.5˓rn|7rVԥj `i) ڒ0Б+UrKRZ :P+WRQSUT:2U?faRs` 0 1,P PA1Bp,3a/qo@*(bHapR AD%O<#U}+'VO*}ܫ_uwE$^CHhZ#1]-;d$eC(Z@0c>RNeS_c7ʨĘe~~Bf)uv #fBFi$ >D@ JHI>p!kխ4,$(r ")g So 2 =v5\q0kmԊ4ݾ>ؓyq٩@fMfΧK*L%'}̇Jo6LI CoV}\V6e#ب ҫN}ɕCȈàia_6\kwM/kZjeac?ꥋYźih#Z!oV;/@TH ffҨ!+bBDAP y˷}W&s_sk3,5tfUf`szJ? 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Conclusion and Discussion) >> endobj 612 0 obj << /Length 7105 /Length1 10060 /Filter /FlateDecode >> stream xzy|U9uj-t f@ it,, PYT6 MuqT"bd@**1c ߩ}ܢO9Sae!j<1σCwB =ԁ/#ļwڣ X6 !b/4NIcw@QOj=uv ʇM(?:kJ {j6>kh{fϙ:{鳨!]҆cH}IaבVuSSw95*:ѻf}NX'xes06-(w׳ߡΆ^"sNxd_G5P-ބN4$Z@ǒm@4yaƇV`&2>5wkОe2(5|Zu"'IDf~ k<P<[ 0&d0W|@aDTnC\e*9o1LAߘ!'|n~*dC A[waVLʢN%Xyu>󯡭Pҟh?چQ+H*ǎ=48$ʰ8_040;+Ҹ鳧$Ǣ˴1ϳV#2<2 $c)b]p@'j,KjeOG*jX'{j=r*j^fFk b}C!fhn^%[b.|!tjyU>w2b=#^.ç#Z"WrKDOIsms][wdc[ 7%ںu%$\ۈHKC2Rinw5p@^/6? 2n{dw+gK2SK|^M4^+nDže6^ MfPňfxO~U=2 BY}')fa~\v'_e:1P=< `zƇd1TuZ2aF]-(lzL9S-^RDž)iH,%gTk$еMK"vC rbr{eTH7n8$VƇlj5B/rlJeĐ; IxBH0 . )(fK p'ݨg4!G]rԜ= ^d0fhP= L gQPtQĩ$6zd半GrD#W@L {TrIpjuikOF,L# "TFԄ-n5P!zҪC7ԙEfq\h:B2 xueW aP+B%ޅ>@P{K;iCt*hh5oYCmOiHa4 !Nico=Yӄ>jATd~~Ÿ[0jkQ6Ԣ#`?L;[Wׄ5 aBzAِVzj(Z:rje,5Á ĩ^, ~L;0Loݏ1C^pIO1w2ՔAZoS ՉA( ؔP')K=ʝ8$615\LNDt'V%}jjG 6e.8XbM 8W[3U4D6n6r5Yh)ڃ~E&p~e6҅v2^-we̯Qu̓7H+ׯGrθ쉗z[P;7=}ys=tM= (2+qAiF#OAxl!~PN!OFO,\ z0o(0N: \gEN8BqP BYS![!6c%(grN+Or^w3\L84ҳ'kV8OX1hY?3'g|ΊZyP]} a 2Av hQfL>zz] (oA0Fi`R#WeM:|9\8~WTcorkn-2.Lo@vo,é.tfb*#jznI@3 lz,fo.Q.Kݾ] [W2QNWN(ex)^D?",[,6ƦqΪ5!;g,>k~/ o@9V^!y>8kڎMBGO0_tMXv{7Md4 \QZY-zSA_ANA~A_fsB- Ĝy3g= y-lmKAȔy~4Xb֛Ύ |TDK]<v~Ǵ5_jrf Φ]gتMc&(k@,Fԟjd&iIDv9(9\\Wa!!s TҀݒ( ejƾX#XQI_|ui7_mZ*n ?tmt9_޸4UF$i _0X8邈"Ň\c09"|"XPB&0 A#N%q؆`3-æʝ5_]{A@` 8ePvv`S3fl)6;k3o2%,yN JۈIkؘhT!EB2Dgx$byу,duTzxw*oa_~spB|t+P:RGxx¾F%o8w4vsd69-^1|T}lf;hO[Q۰z)5Lgn{,ev-]Ezh{W&{<ک-?xP,śDhHF$DB=vAmKJU| ЗcL5̙jb 3>%eMXn{a]28_ &wTӺ;+\a4: tDZd%G%2߱쬔2B+gڽ */:v|RbqZf|ㄋ7ZJ*m@ʫ-ObJ2f0KX*A#]UƤIÏG~\U{6slN)(..Dx*+JD~OZo@&; Q RD;NU9a+wԠ,BHK1X:߾izg~k؄8'x?;6qcoEC.%6sXHzwP+3UwU3#oݑҚg'땽+/[&1]Ix nuxcUns<^A~v`dntNI m֣5[lBxuKSsf[NumI AȇAsd/xƠ(B4V^Uzcty12 ؂=F>§|ų8<1e?nO`-D2 (YMM1agB"}W6V$iZ{p&0ApKmX?s8yOe%xA>X5gtБ+Cm'\6\Fr[/F-fd3M/F^0=(Ǝ?sd癬#+]5ᡯDK-ĆǴ  ͥe/ZQG).;_)(H ; lFD' Ƭ%Xc6낽iۋE#(+纲5 v1c׏ؿKB#nv҃xh%O^ vy}%"XZ1*Z^FKJGWWE^zaHxR.!pC^16YkyDSC vt*+k/(_;6=LJc#͋( hK9ٜMO#vf_XpKS$4Wf੫w6)7Ef3snl^lgWQ 3?5ew߮pp{g?#c[gƹO6T>5d-)R[U9p)Զ (zJ"d 2{TlfuLkn]sb6&k_v vM.i̷FhsXݦg! *DWH K({`E"#~+~B+mi;^{tp<ѴŔ^tz LFVw/O`Ԃ8:0I9L'l]NR '|u|%<VDbDcw 2 2,pČk?/Ն'.ܶsal<ǞM_09O?Չ ůo=TzۋxsF@.ŒHT$p1]'_uV7&c[,mn6>΢%Y&a 3wlEo=/N[o?1r /z{)sWn6˽SZrCOqw⫁{BҲtWF] W e"q ٿ~y/:ǜws̀+'mUg8Ypv(#5 2ҟsu%+Ř˅ >)$2 iLp]S ZG$MMe*r;)]M ٫ Ɇ` AʍǔC ׬ڐ"4@:2O1$Dg .:&1'i4$/n4N~FILnrdJ}5OpG]pr>S{s^8I|-ʎ>qr`zI?W/e>PwgNUb,iZ>9ϦNkV-ņ?dg/omXI'ܗ콟F DF6>y`fHHF' aDӃz, 㥸 &\lGx䌶iY%&('D7%V*pGCR0T4=jʋF;h-/ڇYb퐤-Jr,oډLX)ocrVr.gKd2%]^tD \~=(C/_4é"^kH(a !XW!añBj!]{34WU/a758h5*TH,M{wCd;ؼ_*o:Z4؟c}(&/ )Mw9lx0xeҚw"" ;pj*wRF*#Wa (Ѫ7lHhhFj ,o)@y'XF)ךF43?Wq=QJO+t ٵʘ/Sn?NtZ3,w\3]q\Bsf-wתS]B ڵ+7Ynyk /iSWIcW?|͜|G o>yyyRJe*@&W?&ͱ&V7$Ę1lhh ?{[dn,H0nmR._盟{w'lſIs=ԵKɞxL$pqe܇`& FuAQҖ)_.X+g{~ۭeoIr@@*OG8@X0%^7IPjc ǯ+'X E|9XN`9P1G ƚH)w2 TTeC/2v/]q7٢J-AR9ht=Etۏfd1%dXRe$N+(aog=ɒȱ&t(/.g|+)]k3K={x endstream endobj 613 0 obj << /Length 12 /Filter /FlateDecode >> stream x #ez endstream endobj 614 0 obj << /Length 7706 /Length1 10920 /Filter /FlateDecode >> stream xzy`EU_sܓ Ifҙ`H&Õ! 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