%PDF-1.6
%
2 0 obj
<>/OCGs[88 0 R]>>/Outlines 82 0 R/Pages 3 0 R/Type/Catalog>>
endobj
86 0 obj
<>/Font<>>>/Fields 92 0 R>>
endobj
87 0 obj
<>stream
2012-02-23T12:29:21+01:00
TeX output 2012.02.23:1227
2012-10-24T10:46:25+02:00
2012-10-24T10:46:25+02:00
dvipdfm 0.13.2c, Copyright © 1998, by Mark A. Wicks
application/pdf
uuid:5feb2620-b6bb-4b31-b97b-5d1f53e23e53
uuid:622de25c-ad95-403b-84bd-641e1cc2375d
endstream
endobj
84 0 obj
<<>>
endobj
82 0 obj
<<>>
endobj
3 0 obj
<>
endobj
83 0 obj
null
endobj
5 0 obj
<>/Font<>/ProcSet[/PDF/Text]/XObject<>>>/Type/Page>>
endobj
80 0 obj
<>
endobj
59 0 obj
<>/Font<>/ProcSet[/PDF/Text]/XObject<>>>/Type/Page>>
endobj
81 0 obj
<>
endobj
66 0 obj
<>/Font<>/ProcSet[/PDF/Text]/XObject<>>>/Type/Page>>
endobj
70 0 obj
<>/Font<>/ProcSet[/PDF/Text]/XObject<>>>/Type/Page>>
endobj
102 0 obj
<>stream
BT
/T1_0 9.96 Tf
1.0003 0 0 1.0003 143.6401 686.1566 Tm
(The)Tj
20.27 -0.002 Td
(NELLM-approac)Tj
1.0003 0 0 1.0003 72 769.82 Tm
165.105 -83.64 Td
[(h)-313(still)-314(pro)-28(duces)-314(the)-314(b)-28(est)-314(appro)27(ximation)-313(results)-314(but)-314(the)]TJ
-108.425 -11.95 Td
[(impro)28(v)27(emen)28(t)-391(of)-392(3.7%,)-407(8.4%)-392(and)-393(6.2%)-392(compared)-392(to)-392(trainings)-392(without)-393(noise)-392(re-)]TJ
0 -11.95 TD
[(duction)-369(is)-370(not)-369(as)-370(high)-370(as)-369(at)-370(the)-370(arti\257cial)-369(dataset.)-554(The)-369(main)-370(reason)-370(is)-370(that)-369(the)]TJ
0 -11.96 TD
[(test)-450(dataset)-450(of)-451(the)-450(arti\257cial)-451(data)-450(w)26(as)-449(noiseless)-451(while)-450(the)-451(test)-450(dataset)-451(for)-450(the)]TJ
0 -11.95 TD
[(cemen)28(t)-313(plan)27(ts)-313(has)-314(the)-314(same)-314(noise)-314(as)-314(the)-313(training)-314(dataset.)-438(Hence)-314(an)-314(optimal)-314(ap-)]TJ
T*
[(pro)28(ximation)-360(of)-361(the)-361(test)-361(dataset)-360(is)-361(not)-361(p)-28(ossible.)-526(Nonetheless)-361(all)-361(noise)-361(reduction)]TJ
T*
[(algorithms)-333(enable)-333(b)-28(etter)-333(appro)27(ximation)-333(results)-333(for)-333(neural)-334(net)27(w)28(orks.)]TJ
/T1_1 11.95 Tf
0 -26.12 TD
[(5)-1124(Conclusion)]TJ
/T1_0 9.96 Tf
0 -21.81 TD
[(W)83(e)-308(compared)-309(sev)26(eral)-308(noise)-309(reduction)-310(and)-309(outlier)-309(detection)-309(algorithms)-310(with)-309(sp)-28(e-)]TJ
0 -11.95 TD
[(cial)-376(regard)-376(to)-377(their)-376(e\256ects)-377(on)-376(neural)-377(net)27(w)28(ork)-375(training)-377(for)-376(regression)-377(tasks.)-574(W)83(e)]TJ
0 -11.96 TD
[(applied)-371(approac)27(hes)-371(to)-372(detect)-372(outliers)-372(and)-372(reduced)-371(the)-372(w)26(eigh)28(t)-371(of)-371(outliers)-372(in)-372(the)]TJ
0 -11.95 TD
[(training)-397(dataset.)-636(W)82(e)-396(observ)27(ed)-397(that)-397(most)-397(outlier)-398(detection)-397(approac)27(hes)-396(mark)26(ed)]TJ
T*
[(seldom)-340(observ)27(ed)-339(samples)-341(as)-340(outliers.)-466(Since)-341(suc)27(h)-339(samples)-341(are)-340(imp)-28(ortan)27(t)-340(for)-340(net-)]TJ
T*
[(w)28(ork)-443(training)-444(w)27(e)-443(designed)-444(a)-443(new)-444(approac)27(h)-443(called)-444(NELLM)-443(\(Noise)-444(Estimation)]TJ
T*
[(with)-327(Lo)-27(cal)-328(Linear)-327(Mo)-28(dels\))-327(whic)27(h)-327(impro)27(v)28(es)-326(the)-328(di\256eren)27(tiation)-326(b)-28(et)27(w)27(een)-326(real)-327(out-)]TJ
T*
[(liers)-477(and)-478(uncommon)-479(samples.)-878(A)-478(net)26(w)28(ork)-477(trained)-478(with)-478(the)-478(w)26(eigh)28(ted)-477(dataset)]TJ
0 -11.96 TD
[(ac)28(hiev)27(ed)-352(a)-352(m)26(uc)28(h)-352(b)-27(etter)-353(result)-353(than)-353(with)-353(the)-353(original)-353(noisy)-353(data.)-503(W)83(e)-352(compared)]TJ
0 -11.95 TD
[(the)-446(approac)27(hes)-446(on)-446(arti\257cial)-447(data)-446(and)-447(data)-446(obtained)-447(from)-447(real)-446(cemen)27(t)-446(plan)27(ts.)]TJ
T*
[(The)-288(cemen)27(t)-288(results)-289(w)26(ere)-288(not)-289(as)-289(go)-27(o)-28(d)-289(as)-289(results)-289(on)-289(arti\257cial)-289(data)-289(but)-289(still)-289(sho)27(w)28(ed)]TJ
T*
[(an)-333(impro)27(v)28(emen)28(t)-333(compared)-333(to)-333(training)-334(without)-333(noise)-333(reduction.)]TJ
/T1_1 11.95 Tf
0 -23.68 TD
(References)Tj
0 0 0 1 k
/T1_2 7.97 Tf
4.23 -17.35 Td
([1])Tj
0 g
13.92 0 Td
[(V)88(aesghi,)-387(S.)-381(V.,)]TJ
/T1_3 7.97 Tf
57.93 0 Td
[(A)54(dvanc)55(e)55(d)-408(Digital)-409(Signal)-410(Pr)54(o)55(c)55(essing)-408(and)-409(Noise)-410(R)54(e)55(duction)]TJ
/T1_2 7.97 Tf
211.93 0 Td
[(,)-388(John)-381(Wiley)-381(&)]TJ
-269.86 -9.47 Td
[(Sons,)-353(4th)-354(ed.,)-355(2008)]TJ
0 0 0 1 k
-13.92 -11.83 Td
([2])Tj
0 g
13.92 0 Td
[(Jones,)-552(A.)-514(J.,)-553(Ev)58(ans,)-552(D.,)-554(Kemp,)-553(S.)-513(E.,)]TJ
/T1_3 7.97 Tf
152.62 0 Td
[(A)-532(note)-532(on)-532(the)-532(Gamma)-532(test)-532(analysis)-532(of)-532(noisy)]TJ
-152.62 -9.46 Td
[(input/output)-383(data)-384(and)-384(noisy)-384(time)-384(series)]TJ
/T1_2 7.97 Tf
148.95 0 Td
[(.)-353(In)-355(Ph)29(ysica)-353(D)-354(229,)-355(1,)-354(pp.)-354(1{8,)-354(2007)]TJ
0 0 0 1 k
-162.87 -11.84 Td
([3])Tj
0 g
13.92 0 Td
[(Kriegel,)-484(H.-P)87(.,)-484(Kr\304)530(oger,)-484(P)88(.,)-484(Sc)28(h)30(ub)-29(ert,)-485(E.,)-485(Zimek,)-485(A.,)]TJ
/T1_3 7.97 Tf
200.11 0 Td
[(Interpr)55(eting)-480(and)-482(Unifying)-481(Outlier)]TJ
-200.11 -9.46 Td
[(Sc)55(or)55(es)]TJ
/T1_2 7.97 Tf
23.27 0 Td
[(.)-354(In)-354(Pro)-30(c.)-354(SIAM)-354(In)28(t.)-353(Conf.)-354(on)-354(Data)-354(Mining,)-355(SDM)-354(2011,)-354(pp.)-354(13{24,)-354(2011)]TJ
0 0 0 1 k
-37.19 -11.83 Td
([4])Tj
0 g
13.92 0 Td
[(Barnett,)-353(V.,)-354(Lewis,)-355(T.,)]TJ
/T1_3 7.97 Tf
87.28 0 Td
[(Outliers)-384(in)-384(Statistic)54(al)-383(Data)]TJ
/T1_2 7.97 Tf
100.98 0 Td
[(,)-354(John)-354(Wiley)-354(&)-354(Sons,)-355(3rd)-354(ed.,)-354(1994)]TJ
0 0 0 1 k
-202.18 -11.84 Td
([5])Tj
0 g
13.92 0 Td
[(Breunig,)-520(M.M.,)-521(Kriegel,)-521(H.-P)88(.,)-520(Ng,)-521(R.T.,)-521(Sander,)-520(J.,)]TJ
/T1_3 7.97 Tf
206.24 0 Td
[(LOF:)-508(Identifying)-508(Density-Base)54(d)]TJ
-206.24 -9.46 Td
[(L)55(o)55(c)55(al)-384(Outliers)]TJ
/T1_2 7.97 Tf
51.8 0 Td
[(.)-354(In)-354(Pro)-29(c.)-355(SIGMOD)-354(In)29(t.)-353(Conf.)-355(on)-354(Managemen)29(t)-353(of)-355(Data,)-354(pp.)-354(93{104,)-354(2000)]TJ
0 0 0 1 k
-65.72 -11.84 Td
([6])Tj
0 g
13.92 0 Td
[(T)88(ax,)-381(D.M.J.,)-383(Duin,)-382(R.P)87(.W.,)]TJ
/T1_3 7.97 Tf
106.57 0 Td
[(Supp)54(ort)-404(V)81(e)55(ctor)-405(Data)-405(Description)]TJ
/T1_2 7.97 Tf
123.25 0 Td
[(,)-382(In)-377(Mac)28(h.)-376(Learn.,)-382(v)28(ol.)-376(54,)]TJ
-229.82 -9.46 Td
[(pp.)-353(45{66,)-354(2004.)]TJ
0 0 0 1 k
-13.92 -11.83 Td
([7])Tj
0 g
13.92 0 Td
[(Lee,)-459(K.Y.,)-459(Kim,)-460(D.-W.,)-460(Lee,)-460(K.H.,)-459(Lee.)-439(D.,)]TJ
/T1_3 7.97 Tf
169.1 0 Td
[(Density-Induc)54(e)55(d)-462(Supp)54(ort)-461(V)81(e)55(ctor)-462(Data)-462(De-)]TJ
-169.1 -9.46 Td
(scription)Tj
/T1_2 7.97 Tf
32.67 0 Td
[(.)-354(In)-354(IEEE)-354(T)87(ransactions)-353(on)-354(Neural)-354(Net)28(w)30(orks,)-353(v)28(ol.)-353(18,)-354(Issue)-354(1,)-355(pp.)-354(284{289,)-354(2007)]TJ
0 0 0 1 k
-46.59 -11.84 Td
([8])Tj
0 g
13.92 0 Td
[(Hub)-29(er,)-354(P)88(.J.,)-353(Ronc)28(hetti,)-353(E.M.,)]TJ
/T1_3 7.97 Tf
112.14 0 Td
[(R)54(obust)-383(Statistics)]TJ
/T1_2 7.97 Tf
61.97 0 Td
[(,)-354(John)-354(Wiley)-354(&)-354(Sons,)-355(2nd)-354(ed.,)-354(2009)]TJ
0 0 0 1 k
-188.03 -11.83 Td
([9])Tj
0 g
13.92 0 Td
[(Bishop,)-284(C.M.,)]TJ
/T1_3 7.97 Tf
53.13 0 Td
[(Neur)55(al)-302(Networks)-304(for)-303(Pattern)-303(R)54(e)55(c)55(o)55(gnition)]TJ
/T1_2 7.97 Tf
150 0 Td
[(,)-284(Oxford)-267(Univ.)-268(Press,)-284(1st)-267(ed.,)-285(1995)]TJ
0 0 0 1 k
-221.28 -11.84 Td
([10])Tj
0 g
18.15 0 Td
[(Liano,)-384(K.)]TJ
/T1_3 7.97 Tf
38.17 0 Td
[(R)54(obust)-406(err)54(or)-406(me)54(asur)55(e)-407(for)-407(sup)54(ervise)55(d)-406(neur)54(al)-406(network)-407(le)54(arning)-406(with)-407(outliers)]TJ
/T1_2 7.97 Tf
276.28 0 Td
[(.)-379(In)]TJ
-314.45 -9.46 Td
[(IEEE)-353(T)87(ransactions)-353(on)-354(Neural)-354(Net)28(w)30(orks,)-353(v)28(ol.)-353(7,)-354(Issue)-354(1,)-355(pp.)-354(246{250,)-354(1996)]TJ
0 0 0 1 k
-18.15 -11.84 Td
([11])Tj
0 g
18.15 0 Td
[(W)88(alter,)-448(J.,)-449(Ritter,)-449(H.,)-450(Sc)29(h)29(ulten,)-448(K.,)]TJ
/T1_3 7.97 Tf
138.57 0 Td
[(Non-line)54(ar)-453(pr)53(e)55(diction)-454(with)-454(self-or)54(ganizing)-454(map)]TJ
/T1_2 7.97 Tf
175.48 0 Td
[(.)-429(In)]TJ
-314.05 -9.46 Td
[(Pro)-29(c.)-354(IEEE)-354(IJCNN1990,)-354(V)87(ol.)-353(1,)-354(pp.)-354(587{592,)-354(1990)]TJ
0 0 0 1 k
-18.15 -11.83 Td
([12])Tj
0 g
18.15 0 Td
[(Fisc)29(hler,)-340(M.A.,)-341(Bolles,)-342(R.C.,)]TJ
/T1_3 7.97 Tf
107.02 0 Td
[(R)55(andom)-369(Sample)-369(Consensus:)-486(A)-369(Par)53(adigm)-368(for)-369(Mo)54(del)-368(Fitting)]TJ
-107.02 -9.46 Td
[(with)-449(Applic)54(ations)-449(to)-450(Image)-450(A)26(nalysis)-449(and)-450(A)27(utomate)55(d)-449(Carto)53(gr)55(aphy)]TJ
/T1_2 7.97 Tf
246.32 0 Td
[(.)-424(Comm.)-425(of)-425(the)-426(A)29(CM)]TJ
-246.32 -9.47 Td
[(24,)-353(pp.)-354(381{395,)-355(1981)]TJ
0 0 0 1 k
-18.15 -11.83 Td
([13])Tj
0 g
18.15 0 Td
[(Alsop,)-311(P)87(.A.,)]TJ
/T1_3 7.97 Tf
46.74 0 Td
[(The)-334(Cement)-336(Plant)-335(Op)54(er)55(ations)-334(Handb)54(o)55(ok)]TJ
/T1_2 7.97 Tf
149.48 0 Td
[(,)-312(T)88(radeship)-301(Pub.)-301(Ltd.,)-312(5th)-302(ed.,)-312(2007)]TJ
ET
/Artifact <>BDC
q
1 0 0 1 72.0002441 833.1998901 cm
/GS0 gs
/Fm0 Do
Q
EMC
endstream
endobj
104 0 obj
<>>>/Resources 106 0 R/Subtype/Form>>stream
0 g 0 G 0 i 0 J []0 d 0 j 1 w 10 M 0 Tc 0 Tw 100 Tz 0 TL 0 Tr 0 Ts
BT
/Arial 8 Tf
0 g
0 -6.316 Td
(in: ) Tj
10.672 0 Td
(Proc. ) Tj
20.894 0 Td
(20th ) Tj
17.793 0 Td
(European ) Tj
36.918 0 Td
(Symposium ) Tj
44.012 0 Td
(on ) Tj
11.121 0 Td
(Arti\225cial ) Tj
32.227 0 Td
(Neural ) Tj
25.789 0 Td
(Networks, ) Tj
37.785 0 Td
(Computational ) Tj
53.809 0 Td
(Intelligence ) Tj
42.695 0 Td
(and ) Tj
15.57 0 Td
(Machine ) Tj
32.461 0 Td
(Learning ) Tj
33.359 0 Td
(\050ESANN ) Tj
32.45 0 Td
(2012\051 ) Tj
-447.555 -9.6 Td
(pp. ) Tj
13.344 0 Td
(73-78, ) Tj
24.906 0 Td
(d-side ) Tj
24.012 0 Td
(publication ) Tj
40.472 0 Td
(2012 ) Tj
ET
endstream
endobj
106 0 obj
<>
endobj
107 0 obj
<>
endobj
85 0 obj
<>
endobj
108 0 obj
<>
endobj
109 0 obj
<>stream
HUy\SW/)K ; DP$@IudTE*VZQ@"
U3,aD\ym37˻sw @{'< H 9>~fD MaZ#n
pߚG`Q &738]1: R!#ܞ <2ԛΜv6"}B^`t Z%l>K8.T{-3a";sM9 kbtj"K,@ 6h) ?hm
rXz.*b%ڳ s._44-9TG "`Y< >+Cz=s9.35@,).X1+qa3ÀX8,f[70LXp=Ɛ
^!
j!cUIs`Iن#!TPH\cG1v/~쏠Ysv~b>3鞅2iͿO5C;~!`H+>3/#SQ(M,AC8t(
*:(h`*ێJs_,y|.aD4#cs0@B]
is6!+\
ePPK#?#\FwW\
Бd2UsؾoI:͡I_שR[}'%oN*,9zQ7=[hbQ⤌M5i2´mV|峒[QugJN
be\)A{NvV /pxП@ŊPw,,4٬c3H%6wNAdphw~hs?Х*UBMm<ݱR_jcMO15]ob2|r5pY351Ym vSgo3sNs
4&G4MAY+v1c1flEB