%PDF-1.3
%
1 0 obj
<>
endobj
2 0 obj
<>stream
lncRNA-protein interaction,Ensemble,Class imbalance
Acrobat Distiller 10.0.0 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version)
application/pdf
10.1186/s13040-021-00277-4
BioData Mining
BioData Mining, 2021, doi:10.1186/s13040-021-00277-4
lncRNA-protein interaction
Ensemble
Class imbalance
LPI-EnEDT: an ensemble framework with extra tree and decision tree classifiers for imbalanced lncRNA-protein interaction data classification
Lihong Peng
Ruya Yuan
Ling Shen
Pengfei Gao
Liqian Zhou
2021-12-03T20:00:50+01:00
2021-12-03T20:00:50+01:00
2021-11-23T19:31:37+08:00
LaTeX with hyperref package
uuid:1fdc5b24-8e0a-4318-a267-5cdeec0872d5
uuid:1d5c443f-1ebe-4dfc-a1d6-dffa25be7b3c
default
1
converted
uuid:1fdc5b24-8e0a-4318-a267-5cdeec0872d5
converted to PDF/A-2b
pdfToolbox
2021-11-28T02:47:50+08:00
2
B
Springer Nature ORCID Schema
http://springernature.com/ns/xmpExtensions/2.0/
sn
authorInfo
Bag AuthorInformation
external
Author information: contains the name of each author and his/her ORCID (ORCiD: Open Researcher and Contributor ID). An ORCID is a persistent identifier (a non-proprietary alphanumeric code) to uniquely identify scientific and other academic authors.
editorInfo
Bag EditorInformation
external
Editor information: contains the name of each editor and his/her ORCID identifier.
seriesEditorInfo
Bag SeriesEditorInformation
external
Series editor information: contains the name of each series editor and his/her ORCID identifier.
AuthorInformation
http://springernature.com/ns/xmpExtensions/2.0/authorInfo/
author
Specifies the types of author information: name and ORCID of an author.
name
Text
Gives the name of an author.
orcid
URI
Gives the ORCID of an author.
EditorInformation
http://springernature.com/ns/xmpExtensions/2.0/editorInfo/
editor
Specifies the types of editor information: name and ORCID of an editor.
name
Text
Gives the name of an editor.
orcid
URI
Gives the ORCID of an editor.
SeriesEditorInformation
http://springernature.com/ns/xmpExtensions/2.0/seriesEditorInfo/
seriesEditor
Specifies the types of series editor information: name and ORCID of a series editor.
name
Text
Gives the name of a series editor.
orcid
URI
Gives the ORCID of a series editor.
http://ns.adobe.com/pdf/1.3/
pdf
Adobe PDF Schema
internal
A name object indicating whether the document has been modified to include trapping information
Trapped
Text
http://ns.adobe.com/xap/1.0/mm/
xmpMM
XMP Media Management Schema
internal
UUID based identifier for specific incarnation of a document
InstanceID
URI
internal
The common identifier for all versions and renditions of a document.
OriginalDocumentID
URI
internal
A reference to the original document from which this one is derived. It is a minimal reference; missing components can be assumed to be unchanged. For example, a new version might only need to specify the instance ID and version number of the previous version, or a rendition might only need to specify the instance ID and rendition class of the original.
DerivedFrom
ResourceRef
Identifies a portion of a document. This can be a position at which the document has been changed since the most recent event history (stEvt:changed). For a resource within an xmpMM:Ingredients list, the ResourceRef uses this type to identify both the portion of the containing document that refers to the resource, and the portion of the referenced resource that is referenced.
http://ns.adobe.com/xap/1.0/sType/Part#
stPart
Part
http://ns.adobe.com/xap/1.0/t/pg/
xmpTPg
XMP Paged-Text
internal
A structure containing the characteristics of a font used in a document
Fonts
Bag Font
internal
XMP08 Spec: An ordered array of plate names that are needed to print the document (including any in contained documents).
PlateNames
Seq Text
A structure containing the characteristics of a font used in a document.
http://ns.adobe.com/xap/1.0/sType/Font#
stFnt
Font
http://ns.adobe.com/pdfx/1.3/
pdfx
Adobe Document Info PDF eXtension Schema
internal
ID of PDF/X standard
GTS_PDFXVersion
Text
internal
Conformance level of PDF/X standard
GTS_PDFXConformance
Text
internal
Company creating the PDF
Company
Text
internal
Date when document was last modified
SourceModified
Text
http://www.aiim.org/pdfa/ns/id/
pdfaid
PDF/A ID Schema
internal
Part of PDF/A standard
part
Integer
internal
Amendment of PDF/A standard
amd
Text
internal
Conformance level of PDF/A standard
conformance
Text
endstream
endobj
3 0 obj
<>
endobj
5 0 obj
<>/BBox[0 0 11.802 8.41803]/Length 15>>stream
HR(T0 u
endstream
endobj
6 0 obj
<>
endobj
11 0 obj
<>/ExtGState<>/ProcSet[/PDF/Text/ImageB/ImageC/ImageI]/Font<>>>/Annots[23 0 R 24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R 45 0 R 46 0 R 47 0 R 48 0 R 49 0 R 50 0 R 51 0 R 52 0 R 53 0 R 54 0 R 55 0 R 56 0 R 57 0 R 58 0 R]/CropBox[0 0 595 794]/Parent 59 0 R/Rotate 0/MediaBox[0 0 595 794]/TrimBox[0 0 595 794]>>
endobj
60 0 obj
<>
endobj
61 0 obj
<>/BBox[0 0 11.802 8.41797]/Length 15>>stream
HR(T0 u
endstream
endobj
62 0 obj
<>
endobj
23 0 obj
<>/Rect[305.379 653.277 312.276 661.695]>>
endobj
68 0 obj
<>
endobj
70 0 obj
<>/BBox[0 0 11.802 8.427]/Length 15>>stream
HR(T0 u
endstream
endobj
64 0 obj
<>
endobj
24 0 obj
<>/Rect[270.009 639.174 276.906 647.601]>>
endobj
73 0 obj
<>
endobj
66 0 obj
<>
endobj
25 0 obj
<>/Rect[279.72 639.174 286.617 647.601]>>
endobj
77 0 obj
<>
endobj
65 0 obj
<>
endobj
26 0 obj
<>/Rect[414.234 610.986 421.131 619.404]>>
endobj
81 0 obj
<>
endobj
78 0 obj
<>
endobj
27 0 obj
<>/Rect[424.539 610.986 431.436 619.404]>>
endobj
82 0 obj
<>
endobj
74 0 obj
<>
endobj
28 0 obj
<>/Rect[346.32 582.789 353.217 591.207]>>
endobj
84 0 obj
<>
endobj
85 0 obj
<>/BBox[0 0 11.802 8.418]/Length 15>>stream
HR(T0 u
endstream
endobj
76 0 obj
<>
endobj
29 0 obj
<>/Rect[356.958 582.789 363.855 591.207]>>
endobj
87 0 obj
<>
endobj
75 0 obj
<>
endobj
30 0 obj
<>/Rect[180.702 568.695 187.599 577.113]>>
endobj
89 0 obj
<>
endobj
88 0 obj
<>
endobj
31 0 obj
<>/Rect[250.137 568.695 257.034 577.113]>>
endobj
92 0 obj
<>
endobj
90 0 obj
<>
endobj
32 0 obj
<>/Rect[326.619 568.695 338.421 577.113]>>
endobj
93 0 obj
<>
endobj
94 0 obj
<>/BBox[0 0 6.89697 8.427]/Length 15>>stream
HR(T0 u
endstream
endobj
91 0 obj
<>
endobj
33 0 obj
<>/Rect[420.75 568.695 432.552 577.113]>>
endobj
95 0 obj
<>
endobj
72 0 obj
<>/BBox[0 0 6.897 8.427]/Length 15>>stream
HR(T0 u
endstream
endobj
71 0 obj
<>
endobj
34 0 obj
<>/Rect[175.815 554.592 187.617 563.019]>>
endobj
96 0 obj
<>
endobj
97 0 obj
<>
endobj
86 0 obj
<>
endobj
35 0 obj
<>/Rect[260.208 554.592 272.01 563.019]>>
endobj
100 0 obj
<>
endobj
101 0 obj
<>/BBox[0 0 142.536 11.118]/Length 15>>stream
HR(T0 u
endstream
endobj
83 0 obj
<>
endobj
36 0 obj
<>/Rect[369.477 554.592 381.279 563.019]>>
endobj
102 0 obj
<>
endobj
99 0 obj
<>
endobj
8 0 obj
<>
endobj
37 0 obj
<>/Rect[143.361 540.498 155.163 548.916]>>
endobj
104 0 obj
<>
endobj
10 0 obj
<>
endobj
38 0 obj
<>/Rect[283.788 526.404 295.59 534.822]>>
endobj
105 0 obj
<>
endobj
106 0 obj
<>stream
HTQmL[e~^nruqVSR75#ĸ҉B`si"~бZiˆ)q >HLi4n4Acq1uiJ罼0_朜|=y0*cƸ3mMj[w[Kb2>߄LL߾ۺvamkBLl%cl#CWz],K@oiKmq[vy{~Owoށ K{B:uD^ƣ2 $!G"B
uȉ"I>Vuu/0'JQ+nI^_Fp(zw[䲌RiF5N;xglVOEZgK2Ղ)Wa/Ll#"T+a9SZECH
wl>MOqc"qb$i#3`gayH"ޣjZeǒS c<>K'GS)1Sz>RoD;))ɍdgNe =lL,i0=̎dOs||:s2'{>Rcv\:yZP
/ASm
sNC!ޡM*k'I)Y[´L]\sNEQ|xE;'WDsIE_״MpoYF"0V)-FdKvΙyLCng
{mbe^r3듳S\d/A5a}Ҵ&n
͖"VdTz^2hg!:HCKF5H!yeR=ى
"ީcP;Nd0\
0
endstream
endobj
9 0 obj
<>
endobj
39 0 obj
<>/Rect[407.871 498.207 419.673 506.625]>>
endobj
108 0 obj
<>
endobj
109 0 obj
<>stream
HlRn0CJKTEBh%y($^R$0!_
`y;3^{rL^g8_8a[|Kk2jW(="G>f8ʚ%tG("ǂ=Ǒҁ%<&ewNy.R1ҲL[xL8T)ukY
h&/>dƲ\x7V vX"7<7>)vSksJ$GYo,8:])+>NjCη3jm2r5xrKS'Za_cwCx𛉫~+/SqPakG
/SV䎺ŀCL#i^J5.8BM*w_֯ }m
endstream
endobj
107 0 obj
<>
endobj
40 0 obj
<>/Rect[423.585 498.207 435.387 506.625]>>
endobj
111 0 obj
<>
endobj
113 0 obj
<>stream
HTQHSQvY-,I&E
Y
P=DykƼIdbXA$-(D($B^(;:|9;D%Bоh9Z0 |5e2agr-}l_L
1wzGHGϣ\*mhmۮ]sѭklO&72~-e:}]Z&VKDn6
Db"ER'sޣ23+Rٞl<Ó"\5hU
I%rE$\HIiJ*frL ̰ų&/0`1Lg ux'P~bwФnO/T;0[-+!-l ʀm 1WS7|N<0CH;Q(\y.svyjʰ§g&e~pʹ^h'lidbf9&C<imNc)B0*xim[
P:4Ha|pBNZqQ' gxdQk3D:$`X 1#yUXh*hPU 6~ (U_FTD!:2BA&pXa]LjG~L'r쾛vA|R~Ih`͋JKn$-9qn9OhZn:؎[*Ks%s.fkoop̾w?w y
endstream
endobj
103 0 obj
<>
endobj
41 0 obj
<>/Rect[294.381 455.916 306.183 464.334]>>
endobj
114 0 obj
<>
endobj
115 0 obj
<>
endobj
116 0 obj
<>
endobj
42 0 obj
<>/Rect[308.853 455.916 320.655 464.334]>>
endobj
118 0 obj
<>
endobj
119 0 obj
<>
endobj
120 0 obj
<>
endobj
43 0 obj
<>/Rect[464.346 441.813 476.148 450.24]>>
endobj
122 0 obj
<>
endobj
98 0 obj
<>
endobj
121 0 obj
<>
endobj
44 0 obj
<>/Rect[116.37 427.719 128.172 436.146]>>
endobj
123 0 obj
<>
endobj
124 0 obj
<>
endobj
117 0 obj
<>
endobj
45 0 obj
<>/Rect[130.698 427.719 142.5 436.146]>>
endobj
125 0 obj
<>
endobj
46 0 obj
<>/Rect[321.219 371.334 333.021 379.752]>>
endobj
126 0 obj
<>
endobj
127 0 obj
<>/BBox[0 0 11.802 8.42699]/Length 15>>stream
HR(T0 u
endstream
endobj
18 0 obj
<>/ToUnicode 130 0 R/LastChar 255/Widths 131 0 R>>
endobj
47 0 obj
<>/Rect[339.345 357.231 351.147 365.658]>>
endobj
132 0 obj
<>
endobj
128 0 obj
<>
endobj
48 0 obj
<>/Rect[246.933 329.043 258.735 337.461]>>
endobj
134 0 obj
<>
endobj
133 0 obj
<>stream
x|{XY6!$@b$Ql4ED-BGERDPQTTlX
ꮻvds=vLp8dBRGTwtw6WcG[+26hmkJG;n4Tt:B:R:uu֙@gR?@NNNNN=::ty?#L8s99rN,g'Sĩ\<w#u'.
Mݬ[{TMS{?\w w4w"ww17MnVsWoq
׳sۦGA5z~GtDGf ?$IG!Ua7A|[, 9_~ƿs G[Oww_M\Ag/wLg}
1cF`c1[l*挹`Eb*, [`BlVڰ.{}p7E|>;J\+x<7x
~?/x=»/wqS
xy*
\64x`[
r
CcCؐ20f8p$Ù
01T65eXeXkxаi
v1|hk
6la `X0B0^0I$p "
b~AU)x!وk4hT#FFKVɍ"R26U0:ltQQ='F~4Hc564656ejj|mύl1mkobld&LLMVDLM2LL
Lv62odbr&M6"BP$$)/N: ]e a0Z/L
aYxJ&*%| |&|+(]7!aFPPbaML&fsE"X"H'6v$CqqA%/į_?ztqvLMzFMSMטn10=bfzGR4#GSyr2\O+Lh6l3OefffffifkrͶՙ1;kv{gSJ)S;GO|bc/
P\)VEbqj2&L4A`H-J9..RRV)CeAjJiG0J0kbz+#QQ>7}cap|ྒQYk":ܯuܾܯ>1+WךbJiJdJȘ5OO5N\%S}ocsZGfZ^h>o͌}TߔY_#,VF)z?B?ihI71Xch=ҏI?~^xj?9"z\,FKm-)
V&F3Th"2RTkg*{9qE;TXg+eW*Yb#$֤u//JpI'E[Xp:R&iJH2rEBj,2XE*eqp{j[*$RdAMZygsfM\ZbVDa[o}kϪϪYK?ծZ\csχ31EN1v-,zL)Wcp^ZyO[ų$kRm^:-֊1%Z%ᖰpKX0sDkRߴ.
V[
D|ٷeZW+ZL-cd,ڷ/H'H;֠okZ%r&gY>ߔFhPB+`*zWcNFjQd>:NN}~ZXeyQcP~[*[EO8Nˏ]qׯ2pgYe;Q=į Q;Z-\Jerv1c]`m將SюR[aV ?
h_Ѵ03NfMejL1)63ّ1a2Z6WślTFBZ/҅9]eQ}nQ
]RF◰a
0{Brd-^l]}jcm
el fj9725cBD0Dj-ю1:>IdUa8,> S)`]`i%e}
NkBٯu~E>_=Y32v+XJ<8p- s@%M sc-l--&$--h lY@V,dY@V,dY@V,d,gYx,5gYx,5gYx,5gYx,5gٰx6,
gٰx6,
gٰx6,
gٰx6,
gٲx,-gٲx,-gٲx,-gٲx,-gٱ@v,dٱ@v,dٱ@v,d"رY&[ɪqjC%̗gѡg,R
U[9Ϟlal1-f#[8kVs`X9Vs`X9GVΑsdY9GVΑsdY9'VΉsbX9'VΉsbX9gVΙsfY9gVΙsfY9V`+0!Vlavl1-&[8+9r+9r#+9r#+9rN+9rN+9rά3+9rά3+9rsX9V`dv"dQ̒aJe,Pٟ}[ߔi~>@y2?n+aE_XKa_RYo7Rke\0ՙ.Vl=&h9,ǕvMZ[k.XvYOyV[y\Zu {M0QM-&Odm--abv2Pn80W0O`m1;2B"F rUd_)Z(,
},d1TM-f5%ҏ@Y(-.%0qPRVqpW)9<NNNS8#8K8cturIpn:w/W7Wo^2qFʑ@}еh>=^C;{??̿EPBJct
xWkx ~?306`@XT1h3k(4Z
c+
o>2d@W:X
K``\WP'<|ndf4hQzF;j6ze5blm~K$aAXi_9K9G"MNK$c%xJDtLI!V3M発z.53U&fn7cZkhlz}WM0!HRH9!gŤ?NƑjr- d]72 Av4N3
zxd~I5dU*yC?#yI=='w)tfh!.La]:y)`NyaHM,Ep4a$850]?S3+7q+ia=H0ƙR/
$(&:^~ xOf՞jNJV$u9I>{
ѹ#a{%2b["kWdʂ#,Y>^:
w%|IVoo80zU$):Ѽo"IIkeaHހ+yn>Ňc:$'+RDQ1 2 8N⃬lJoc;IK<){06mAiHqTXrQRz+jPsˤy1Ti2$mէĿ]hzFxө#S'|RAZS3C/@ #* %2)Ƥzqk`m>K:>#.5V i|I2T$ݷA7D7W_zBZPzꊨ=5䀤1ȵNx:+Iӵ q.>7'IMٌ=u=HuwIs>PWCaRy' Ko(~PoQ4BKi. لBEهb?<
F>Bρ6/GyM*Ȩ([S!>YYߙ+C9T)nEaw5r.zW=H/l9!'7OW3lO ox(b|t_ވ~hᔀ\ظ$KP?qz`pmV܈[w=@G%q]s@o7`[ ?> ȣe
r#ZHC{UHTd)`$:9i٥H^D||1{Gs|R $r߆GNuIqnM7{˫k@$7kCz'P&bi%dזW&Q*q_*=3[60D|I:a#hOzO쩿+]FdY&Nu:FYflUB "CS.a%+eūBVN
.BV$vKý(z_h_(G^P^ϗ֟*A'YϐiheEV;
Yб±v3F%3ǹz*)Y$5 I:ֽ%M&%;ntv^Ļkj7q
C GxpFށwO$#qQ{7쩪˕O
JeE\mO%T*ݧw<TJ*nl[Ձdgdž)R;i!dj|nVtrcoˊᴩR ~t)hE`$-TVo+Ӗ=ʑl*ڲCr9s^Δ
a:/[! 4K70!lMŮZU5NXڀ/i81@,74%Ż@])1/JEQ탔JӮ ~;(-,1~g.јlpuPx