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77ee0cf8303fc60b9816cb4254214c5f
0
ABSTRACT
additive models play an important role in semiparametric statistics . this paper gives learning rates for regularized kernel based methods for additive models . these learning rates compare favour additive models play an important role in semiparametric statistics . this paper gives learning rates for regularized...
600df1b642694a6597a8c352f0c6d182
0
ARTICLE
additive models provide an important family of models for semiparametric regression or classification . some reasons for the success of additive models are their increased flexibility when compared to linear or generalized linear models and their increased interpretability when compared to fully nonparametric models . ...
4b13e9d5155bbca8c6150bccbd75ffff
0
ARTICLE
many examples of such estimators belong to the large class of regularized kernel based methods over a reproducing kernel hilbert space [MATH] , see e.g. . in the last years many interesting results on learning rates of regularized kernel based models for additive models have been published when the focus is on sparsi...
cdbadd483b4491c0cb21b1c36222e833
0
ARTICLE
this is in sharp contrast to kernel methods based on a lipschitz continuous loss function and on a bounded loss function , where results on upper bounds for the maxbias bias and on a bounded influence function are known , see e.g. for the general case and for additive models . therefore , we will here consider the ca...
ad2431fe54753537b8e14c94bf596514
0
ARTICLE
such regularized kernel based methods are now often called support vector machines ( svms ) , although the notation was historically used for such methods based on the special hinge loss function and for special kernels only , we refer to . in this paper we address the open question , whether an svm with an additive ke...
f4aadf3fa18dab867d0e3d96cd31191b
0
ARTICLE
we will not address the question how to check whether the assumption of an additive model is satisfied because this would be a topic of a paper of its own . of course , a practical approach might be to fit both models and compare their risks evaluated for test data . for the same reason we will also not cover spars...
94fb60e31540aa4f4864c47aeaba214d
0
ARTICLE
a loss function [MATH] is used to measure the quality of a prediction function [MATH] by the local error [MATH] . _ throughout the paper we assume that [MATH] is measurable , [MATH] , convex with respect to the third variable , and uniformly lipschitz continuous satisfying [MATH] with a finite constant [MATH] . _ s...
074dd2e6e30eb59f5a54ac2751eddaa4
0
ARTICLE
the idea to shift a loss function has a long history , see e.g. in the context of m - estimators . it was shown in that [MATH] is also a minimizer of the following optimization problem involving the original loss function [MATH] if a minimizer exists : [MATH] the additive model we consider consists of the _ input spa...
330f49a660655f4bb5eb5e47ae8919c9
0
ARTICLE
because these notations will only be used in different places and because we do not expect any misunderstandings , we think this notation is easier and more intuitive than specifying these quantities with different symbols . the additive kernel [MATH] is defined in terms of mercer kernels [MATH] on [MATH] as [MATH] i...
25b8af18029d6a23ec38c4f2b66ea166
0
ARTICLE
the first example deals with gaussian rbf kernels . all proofs will be given in section [ proofsection ] . [ gaussadd ] let [MATH] , [MATH] $ ] and [MATH] ^ 2.$ ] let [MATH] and [MATH].\ ] ] the additive kernel [MATH] is given by [MATH] furthermore , the product kernel [MATH] is the standard gaussian kernel given b...
7b7c1704fd897c5cdcf1deeaf87e8d5c
0
ARTICLE
it is an rkhs with a mercer kernel [MATH] defined on [MATH] ^ 2 $ ] . if we take all the mercer kernels [MATH] to be [MATH] , then [MATH] $ ] for each [MATH] . the additive kernel [MATH] is also a mercer kernel and defines an rkhs [MATH]\right\}.\ ] ] however , the multivariate sobolev space [MATH]^s)$ ] , consisti...
b2ef71baa9969bea3c409609e506e5fe
0
ARTICLE
section [ ratessection ] contains our main results on learning rates for svms based on additive kernels . learning rates for quantile regression are treated as important special cases . section [ comparisonsection ] contains a comparison of our results with other learning rates published recently . section [ proo...
f59d9497c4183f1bea390014eaf4f011
0
ARTICLE
the first condition is about the approximation ability of the hypothesis space [MATH] . since the output function [MATH] is from the hypothesis space , the learning rates of the learning algorithm depend on the approximation ability of the hypothesis space [MATH] with respect to the optimal risk [MATH] measured by th...
33c8783315ba09d85ab76e667c60592c
0
ARTICLE
then we can define the [MATH]-th power [MATH] of [MATH] by [MATH] this is a positive and bounded operator and its range is well - defined . the assumption [MATH] means [MATH] lies in this range . [ assumption1 ] we assume [MATH] and [MATH] where for some [MATH] and each [MATH] , [MATH] is a function of the form [MA...
b7b951008272901dd57537c3b0d3f3a3
0
ARTICLE
so it is natural for us to impose an additive expression [MATH] for the target function [MATH] with the component functions [MATH] satisfying the power condition [MATH] . the above natural assumption leads to a technical difficulty in estimating the approximation error : the function [MATH] has no direct connection t...
81fb9511721895697a9a87edac39f415
0
ARTICLE
when we add up such functions [MATH] , we get a good approximation of the target function [MATH] , and thereby a good estimate of the approximation error . this is the first novelty of the paper .
4efdcb12efdf7f0419ba0c89229a0603
0
ARTICLE
[ approxerrorthm ] under assumption [ assumption1 ] , we have [MATH] where [MATH] is the constant given by [MATH] the second condition for our learning rates is about the capacity of the hypothesis space measured by [MATH]-empirical covering numbers . let [MATH] be a set of functions on [MATH] and [MATH] for every [MAT...
140e9a3e652fa2c6150e3bbba65d9708
0
ARTICLE
[ capacitythm ] under assumption [ assumption2 ] , for any [MATH] and [MATH] , we have [MATH] the bound for the covering numbers stated in theorem [ capacitythm ] is special : the power [MATH] is independent of the number [MATH] of the components in the additive model . it is well - known in the literature of functio...
d05eadbc301fa319814522f65e39c890
0
ARTICLE
the special bound in theorem [ capacitythm ] demonstrates an advantage of the additive model in terms of capacity of the additive hypothesis space . the third condition for our learning rates is about the noise level in the measure [MATH] with respect to the hypothesis space . before stating the general condition ,...
76960f9353c33030f7b123ff6dc38c18
0
ARTICLE
, we consider a special case for quantile regression , to illustrate our general results . let [MATH] be a quantile parameter . the quantile regression function [MATH] is defined by its value [MATH] to be a [MATH]-quantile of [MATH] , i.e. , a value [MATH] satisfying [MATH] the regularization scheme for quantile re...
085174a96ab8efa2fea6ed07608e8933
0
ARTICLE
\tau \mbox{~~and~~ } q\bigl([t , \infty)\bigr ) \ge 1-\tau\bigr\}\,.\ ] ] it is well - known that [MATH] is a compact interval . [ noisecond ] let [MATH] . 1 . a probability measure [MATH] on [MATH] is said to have a * [MATH]-quantile of type [MATH] * , if there exist a [MATH]-quantile [MATH] and a constant [MATH] ...
37f86d5e3e14533d0834607d34150410
0
ARTICLE
one can show that a distribution [MATH] having a [MATH]-quantile of type [MATH] has a unique [MATH]-quantile [MATH] . moreover , if [MATH] has a lebesgue density [MATH] then [MATH] has a [MATH]-quantile of type [MATH] if [MATH] is bounded away from zero on [MATH] $ ] since we can use [MATH]\}$ ] in ( [ tauquantileoft...
665bb76153277cd196cfe86818341a57
0
ARTICLE
if assumption [ assumption1 ] holds with [MATH] and [MATH] has a [MATH]-quantile of [MATH]-average type [MATH] for some [MATH] $ ] , then by taking [MATH] , for any [MATH] and [MATH] , with confidence at least [MATH] we have [MATH] where [MATH] is a constant independent of [MATH] and [MATH] and [MATH] please note that ...
757a69b3c8a6750c6880a1ddaca24f97
0
ARTICLE
, we need an assumption on a _ variance - expectation bound _ which is similar to definition [ noisecond ] in the special case of quantile regression . [ assumption3 ] we assume that there exist an exponent [MATH] $ ] and a positive constant [MATH] such that [MATH] assumption [ assumption3 ] always holds true for [MA...
c899035034275d19193e2eb98e5ad9ed
0
ARTICLE
we now add some theoretical and numerical comparisons on the goodness of our learning rates with those from the literature . as already mentioned in the introduction , some reasons for the popularity of additive models are flexibility , increased interpretability , and ( often ) a reduced proneness of the curse of hi...
43a128140e62b2250e487fbca3bfbfea
0
ARTICLE
our learning rate in theorem [ quantilethm ] is new and optimal in the literature of svm for quantile regression . most learning rates in the literature of svm for quantile regression are given for projected output functions [MATH] , while it is well known that projections improve learning rates . here the projection...
a795467b3be1ffc435d7990b361909ad
0
ARTICLE
such results are given in . for example , under the assumptions that [MATH] has a [MATH]-quantile of [MATH]-average type [MATH] , the approximation error condition ( [ approxerrorb ] ) is satisfied for some [MATH] , and that for some constants [MATH] , the sequence of eigenvalues [MATH] of the integral operator [MATH...
e03be6f87785bc2e5dedb9cd61215de2
0
ARTICLE
the learning rate in theorem [ quantilethm ] may be improved by relaxing assumption 1 to a sobolev smoothness condition for [MATH] and a regularity condition for the marginal distribution [MATH] . for example , one may use a gaussian kernel [MATH] depending on the sample size [MATH] and achieve the approximation erro...
f9e41470446714be3d75d1f70d69f524
0
ARTICLE
this is done for quantile regression in . since we are mainly interested in additive models , we shall not discuss such an extension . [ gaussmore ] let [MATH] , [MATH] $ ] and [MATH] ^ 2.$ ] let [MATH] and the additive kernel [MATH] be given by ( [ gaussaddform ] ) with [MATH] in example [ gaussadd ] as [MATH].\ ]...
3ac7f4269ef8b2e2a396c109fa0ce774
0
ARTICLE
note that the kernel in the above example is independent of the sample size . it would be interesting to see whether there exists some [MATH] such that the function [MATH] defined by ( [ gaussfcn ] ) lies in the range of the operator [MATH] . the existence of such a positive index would lead to the approximation er...
d35e6b85607918f368c2d6b3b3d0d2fd
0
ARTICLE
i.e. , we assume in particular that [MATH] is a probability measure on [MATH] $ ] and that the marginal distribution [MATH] has a lebesgue density [MATH] for some [MATH] . furthermore , suppose that the optimal decision function [MATH] has ( to make theorem [ mainratesthm ] applicable with [MATH] $ ] ) the additive str...
1615f5fbc7510a5551614282f35d3514
0
ARTICLE
it is well - known that the besov space [MATH] contains the sobolev space [MATH] for [MATH] , [MATH] , and [MATH] , and that [MATH] . we mention that if all [MATH] are suitably chosen wendland kernels , their reproducing kernel hilbert spaces [MATH] are sobolev spaces , see ( * ? ? ? * thm . 10.35 , p. 160 ) . fu...
488db76469cd47502719b8811146c834
0
ARTICLE
4.12 ) in this situation , if [MATH] provided the assumption of the additive model is valid . table [ table1 ] lists the values of [MATH] from ( [ explicitratescz2 ] ) for some finite values of the dimension [MATH] , where [MATH] . all of these values of [MATH] are positive with the exceptions if [MATH] or [MATH] ....
caaf47828d2bc5f2521523d10d8f6ebc
0
ARTICLE
the figures seem to indicate that our learning rate from theorem [ mainratesthm ] is probably not optimal for small dimensions . however , the main focus of the present paper is on high dimensions . .[table1 ] the table lists the limits of the exponents [MATH] from ( * ? ? ? * cor . 4.12 ) and [MATH] from theorem [...
d73721a05979b0dd54c3037a2f1627f8
1
ABSTRACT
we have studied the leptonic decay [MATH] , via the decay channel [MATH] , using a sample of tagged [MATH] decays collected near the [MATH] peak production energy in [MATH] collisions with the cleo - we have studied the leptonic decay [MATH] , via the decay channel [MATH] , using a sample of tagged [MATH] decays colle...
ea9cd26da4b00777a0a97625b557c1cc
1
ARTICLE
the leptonic decays of a charged pseudoscalar meson [MATH] are processes of the type [MATH] , where [MATH] , [MATH] , or [MATH] . because no strong interactions are present in the leptonic final state [MATH] , such decays provide a clean way to probe the complex , strong interactions that bind the quark and antiquark w...
06d05f1d888a5a1fe846613b11a57802
1
ARTICLE
the quantity [MATH] describes the amplitude for the [MATH] and [MATH]-quarks within the [MATH] to have zero separation , a condition necessary for them to annihilate into the virtual [MATH] boson that produces the [MATH] pair . the experimental determination of decay constants is one of the most important tests of ca...
e0d1eb6b93529d7f74ebf7856c2112d2
1
ARTICLE
the charm mesons , [MATH] and [MATH] , are better instruments to study the leptonic decays of heavy mesons since these decays are either less ckm suppressed or favored , _ i.e. _ , [MATH] and [MATH] are much larger than [MATH] . thus , the decay constants [MATH] and [MATH] determined from charm meson decays can be ...
53b0b8e508417d73463da06a6d172039
1
ARTICLE
depending on the non - sm features , the ratio of [MATH] could be affected , as could the ratio [MATH] . any of the individual widths might be increased or decreased . there is an indication of a discrepancy between the experimental determinations of [MATH] and the most recent precision lqcd calculation . this di...
277d5b9c77711a271070b73ab57de815
1
ARTICLE
the data sample consists of an integrated luminosity of [MATH] [MATH] containing [MATH] [MATH] pairs . we have previously reported measurements of [MATH] and [MATH] with a subsample of these data . a companion article reports measurements of [MATH] from [MATH] and [MATH] , with [MATH] , using essentially the same dat...
18dab724f017b2366482e50e732a2021
1
ARTICLE
the chambers achieve a momentum resolution of [MATH]% at [MATH] gev/[MATH] . the main drift chamber also provides specific - ionization ( [MATH] ) measurements that discriminate between charged pions and kaons . the rich detector covers approximately [MATH]% of [MATH] and provides additional separation of pions and...
1dbf0bbac2a7e119a38856fe11bf6eb4
1
ARTICLE
physics events are generated by evtgen , tuned with much improved knowledge of charm decays , and final - state radiation ( fsr ) is modeled by the photos program . the modeling of initial - state radiation ( isr ) is based on cross sections for [MATH] production at lower energies obtained from the cleo - c energy sc...
ce6901f7938048610af23d083eedf4f9
1
ARTICLE
the [MATH] reconstructed in the st sample can be either primary or secondary from [MATH] ( or [MATH] ) . the st yield can be expressed as [MATH] where [MATH] is the produced number of [MATH] pairs , [MATH] is the branching fraction of hadronic modes used in the st sample , and [MATH] is the st efficiency . the [MAT...
150ccacf6ef1f7ff2b4cec8d95fce21d
1
ARTICLE
our double - tag ( dt ) sample is formed from events with only a single charged track , identified as an [MATH] , in addition to a st . the yield can be expressed as [MATH] where [MATH] is the leptonic decay branching fraction , including the subbranching fraction of [MATH] decay , [MATH] is the efficiency of finding...
42e359ff146b440f7cb5fe2aa56f8fc8
1
ARTICLE
hence , the ratio [MATH] is insensitive to most systematic effects associated with the st , and the signal branching fraction [MATH] obtained using this procedure is nearly independent of the efficiency of the tagging mode . to minimize systematic uncertainties , we tag using three two - body hadronic decay modes with ...
eda692fb4f0d36600e4e1a451c83a183
1
ARTICLE
the effect of the tag bias [MATH] can be expressed in terms of the signal efficiency [MATH] defined by [MATH] where [MATH] is the st efficiency when the recoiling system is the signal leptonic decay with single [MATH] in the other side of the tag . as the general st efficiency [MATH] , when the recoiling system is an...
85ef2809d25fdfaae8d54dd303f6d1a5
1
ARTICLE
we require the resonance decay to satisfy the following mass windows around the nominal masses : [MATH] ( [MATH] mev ) and [MATH] ( [MATH] mev ) . we require the momenta of charged particles to be [MATH] mev or greater to suppress the slow pion background from [MATH] decays ( through [MATH] ) . we identify a st by ...
80b01af4124bbee18ce26f97f63547ab
1
ARTICLE
we require the recoil mass to be within [MATH] mev of the [MATH] mass . this loose window allows both primary and secondary [MATH] tags to be selected . to estimate the backgrounds in our st and dt yields from the wrong tag combinations ( incorrect combinations that , by chance , lie within the [MATH] signal region )...
9024fc935bbc06bfd050921b432c6abb
1
ARTICLE
[ fig : dm ] and the st yield and [MATH] sideband scaling factor are summarized in table [ table : data - single ] . we find [MATH] summed over the three tag modes . .[table : data - single ] summary of single - tag ( st ) yields , where [MATH] is the yield in the st mass signal region , [MATH] is the yield in the ...
4bbce1ceda71314f98664679bf7c5e23
1
ARTICLE
uncertainty in the signal yield due to nonpeaking background ( [MATH] ) is assessed by varying the semileptonic decay branching fractions by the precision with which they are known . imperfect knowledge of [MATH] gives rise to a systematic uncertainty in our estimate of the amount of peaking background in the signal ...
3d9c2d79e7aeb1dd926e4ed206fba25d
1
ARTICLE
we obtain a correction of [MATH] for the extra energy requirement and systematic uncertainties on each of the three requirements of [MATH] ( all equal , by chance ) . the non-[MATH] background in the signal [MATH] candidate sample is negligible ( [MATH] ) due to the low probability ( [MATH] per track ) that hadrons (...
535f07f69292bf662fa57605119028db
1
ARTICLE
is estimated to be [MATH] . other possible sources of systematic uncertainty include [MATH] ( [MATH] ) , tag bias ( [MATH] ) , tracking efficiency ( [MATH] ) , [MATH] identification efficiency ( [MATH] ) , and fsr ( [MATH] ) . combining all contributions in quadrature , the total systematic uncertainty in the branc...
7bee8e791006faa1ba528d608ed66ff6
1
ARTICLE
( [ eq : f ] ) with known values [MATH] gev[MATH] , [MATH] mev , [MATH] mev , and [MATH] s. we assume [MATH] and use the value [MATH] given in ref . we obtain [MATH] combining with our other determination of [MATH] mev with [MATH] and [MATH] ( [MATH] ) decays , we obtain [MATH] this result is derived from absolute br...
cf46659b10fee3f20b14584556e5d92e
1
ARTICLE
, we obtain [MATH] using this with our measurement of [MATH] , we obtain the branching fraction ratio [MATH] this is consistent with [MATH] , the value predicted by the sm with lepton universality , as given in eq . ( [ eq : f ] ) with known masses . we gratefully acknowledge the effort of the cesr staff in providi...
2ee7c5b2434c0dc333e20009c13cbb51
1
ARTICLE
lett . * 97 * , 251802 ( 2006 ) . b. aubert _ et al . _ ( babar collaboration ) , phys . rev . d * 77 * , 011107 ( 2008 ) . a. g. akeroyd and c. h. chen , phys . d * 75 * , 075004 ( 2007 ) ; a. g. akeroyd , prog . phys . * 111 * , 295 ( 2004 ) . j. l. hewett , arxiv : hep - ph/9505246 . w. s. hou , phys...
91ffeae9488144fa3250b12a27d2546f
1
ARTICLE
lett . * 99 * , 071802 ( 2007 ) . k. m. ecklund _ et al . _ ( cleo collaboration ) , phys . rev . lett . * 100 * , 161801 ( 2008 ) . j. p. alexander _ et al . _ ( cleo collaboration ) , phys . rev . d * 79 * , 052001 ( 2009 ) . y. kubota _ et al . _ ( cleo collaboration ) , nucl . instrum . a * 320 ...
adc22dbc91fea539174b335328e45cf8
2
ABSTRACT
in 84 , 258 ( 2000 ) , mateos conjectured that current reversal in a classical deterministic ratchet is associated with bifurcations from chaotic to periodic regimes . this is based on the compariso in 84 , 258 ( 2000 ) , mateos conjectured that current reversal in a classical deterministic ratchet is associated with...
d79aa2d4b942bbe19d2d5e1ddddfea88
2
ABSTRACT
in 84 , 258 ( 2000 ) , mateos conjectured that current reversal in a classical deterministic ratchet is associated with bifurcations from chaotic to periodic regimes . this is based on the compariso used to generate it , as well as conditions for convergent behavior ( that is , independent of the details of the ensem...
dc0c128dbf6ab9913b109cc8982de562
2
ARTICLE
the transport properties of nonlinear non - equilibrium dynamical systems are far from well - understood . consider in particular so - called ratchet systems which are asymmetric periodic potentials where an ensemble of particles experience directed transport . the origins of the interest in this lie in considerati...
f048fcd0cc123903acdb3ed20c25dfcc
2
ARTICLE
that is , the phase - space structure is usually relatively complicated , consisting of stability islands embedded in chaotic seas , for examples , or of simultaneously co - existing attractors . this can change significantly as parameters change . for example , stability islands can merge into each other , or brea...
1acc2d0c0bab41366f1c4e4719297128
2
ARTICLE
he looked at an ensemble of particles , specifically the velocity for the particles , averaged over time and the entire ensemble . he showed that this quantity , which is an intuitively reasonable definition of ` the current ' , could be either positive or negative depending on the amplitude [MATH] of the periodic fo...
25d1ada1a5ff4fa3c63ab16f5852cfaa
2
ARTICLE
these organizing principles would allow some handle on characterizing the many different kinds of behavior that are possible in such systems . a later investigation of the mateos conjecture by barbi and salerno , however , argued that it was not a valid rule even in the specific system considered by mateos . they p...
8db50de422d9f6711b52c711f9e18411
2
ARTICLE
this implicitly assumes that the dynamics of the system are ergodic . this is not true in general for chaotic systems of the type being considered . in particular , there can be extreme dependence of the result on the statistics of the ensemble being considered . this has been pointed out in earlier studies which l...
cd7ab0fc5b56549e2bb26d9024a96e5d
2
ARTICLE
it is therefore interesting to probe the results of barbi and salerno with regard to the details of the ensemble used , and more formally , to see how ergodicity alters our considerations about the current , as we do in this paper . we report here on studies on the properties of the current in a chaotic deterministic...
d55658834ae9170c989f05b71fe5251f
2
ARTICLE
having established this , we then proceed to discuss the connection between the bifurcation diagram for individual particles and the behavior of the current . we find that while we disagree with many of the details of barbi and salerno s results , the broader conclusion still holds . that is , it is indeed possible...
7ff9e48f99b5de4168b09a437da8c630
2
ARTICLE
that is , in general , bifurcations for trajectory dynamics as a function of system parameter seem to be associated with abrupt changes in the current . depending on the specific value of the current , these abrupt changes may lead the net current to reverse direction , but not necessarily so . we start below with ...
cc8fc53c58189de54dd49a2e36677804
2
ARTICLE
after this , we are able to compare details of specific trajectory bifurcation curves with current curves , and thus justify our broader statements above , after which we conclude . the goal of these studies is to understand the behavior of general chaotic ratchets . the approach taken here is that to discover heur...
4ebac2e1590b7558ef18756f304799f8
2
ARTICLE
there is no noise in the system , so it is completely deterministic , although there is damping . the equations of motion for an individual trajectory for such a system are given in dimensionless variables by [MATH] where the periodic asymmetric potential can be written in the form [MATH] + \frac{1}{4 } \sin [ 4\pi (...
dfff8f914fc1efc66928ecb9a5788e42
2
ARTICLE
that is , individual trajectories have one of following possible time - asymptotic behaviors : ( i ) inside the potential wells , trajectories and all their properties oscillate , leading to zero net transport . outside the wells , the trajectories either ( ii ) librate to the right or ( iii ) to the left , with corres...
0d39b252c11b78f040e33964e8474104
2
ARTICLE
when the driving is turned on , the phase - space becomes chaotic with the usual phenomena of intertwining separatrices and resulting homoclinic tangles . the dynamics of individual trajectories in such a system are now very complicated in general and depend sensitively on the choice of parameters and initial conditi...
60e1ec9e8bf4acaac3f7aa72ca8546aa
2
ARTICLE
now iterate an initial condition , recording the value of the particle s position [MATH] at times [MATH] from its integrated trajectory ( sometimes we record [MATH] . this is done stroboscopically at discrete times [MATH] where [MATH] and [MATH] is an integer [MATH] with [MATH] the maximum number of observations made...
58a38fc231cfd958b8e2cc4b48f91b19
2
ARTICLE
all other orbits , including periodic orbits of incommensurate period result in a simply - connected or multiply - connected dense set of points . for the next value [MATH] , the last computed value of [MATH] at [MATH] are used as initial conditions , and previously , results are stored after cutoff and so on until [MA...
f9a05ed18ef157a9d40bccfb724e5b0d
2
ARTICLE
we have made several plots , as a test , with different initial conditions and the diagrams obtained are identical . we show several examples of this kind of bifurcation diagram below , where they are being compared with the corresponding behavior of the current . having broadly understood the wide range of behavio...
d9c1fe280ad69ac459d4ae681bff8af2
2
ARTICLE
the current [MATH] for an ensemble in the system is defined in an intuitive manner by mateos as the time - average of the average velocity over an ensemble of initial conditions . that is , an average over several initial conditions is performed at a given observation time [MATH] to yield the average velocity over th...
db9bf3616b7131d7d92f45acf2512f51
2
ARTICLE
that is , the transport properties of an ensemble in a chaotic system depend in general on the part of the phase - space being sampled . it is therefore important to consider many different initial conditions to generate a current . the first straightforward result we show in fig . ( [ figure2 ] ) is that in the ca...
1700e28247ca21180cc99b7a2627b97e
2
ARTICLE
( [ figure3 ] ) where we superimpose the different curves resulting from varying the number of points in the initial ensemble . first , the curve is significantly smoother as a function of [MATH] for larger [MATH] . even more relevant is the fact that the single trajectory data ( [MATH] ) may show current reversals t...
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current [MATH] versus the number of trajectories [MATH] for [MATH] ; dashed lines correspond to a regular motion with [MATH] while solid lines correspond to a chaotic motion with [MATH] . note that a single trajectory is sufficient for a regular motion while the convergence in the chaotic case is only obtained if the...
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this arises from the fact that an arbitrarily chosen ensemble has particles with idiosyncratic behaviors which often average out . as our result , with these ensembles we see typical [MATH] for example , while barbi and salerno report currents about [MATH] times greater . however , it is not true that only a few traj...
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. it should also be clear that there is a dependence of the current on the location of the initial ensemble , this being particularly true for small [MATH] , of course . the location is defined by its centroid [MATH] . for [MATH] , it is trivially true that the initial location matters to the asymptotic value of the ...
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notice also that in fig . ( [ current - bifur1 ] ) , at [MATH] and [MATH] , the deviations between the different ensembles is particularly pronounced . these points are close to bifurcation points where some sort of symmetry breaking is clearly occuring , which underlines our emphasis on the relevance of specifying...
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however , we are not in the hamiltonian situation when the damping is turned on in this case , the phase - space consists in general of attractors . that is , if transient behavior is discarded , the current is less likely to depend significantly on the location of the initial conditions or on the spread of the initi...
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however , in the regular regime , it is not important to take a large ensemble and a single trajectory can suffice , as long as we take care to discard the transients . that is to say , in the computation of currents , the definition of the current needs to be modified to : [MATH] where [MATH] is some empirically obt...
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( [ figure5 ] ) fig . ( [ rev - nobifur ] ) , in each of which we plot both the ensemble current and the bifurcation diagram as a function of the parameter [MATH] . the main point of these numerical results can be distilled into a series of heuristic statements which we state below ; these are labelled with roman n...
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note , however , that the current is not without structure it changes fairly dramatically as a function of parameter . this point is made even more clearly in fig . ( [ figure6 ] ) where the current remains consistently below [MATH] , and hence there are in fact , no current reversals at all . note again , howeve...
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notice the current stays consistently below [MATH].,title="fig:",width=302 ] current and bifurcations versus [MATH] . in ( a ) and ( b ) we show ensemble dependence , specifically in ( a ) the black curve is for an ensemble of trajectories starting centered at the stable fixed point [MATH] with a root - mean - square...
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the initial conditions for the ensembles are centered at [MATH] with a mean root square gaussian of width [MATH] . ( d ) is the corresponding bifurcation diagram.,title="fig:",width=302 ] it is possible to find several examples of this at different parameters , leading to the negative conclusion , therefore , that * ...
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( 2,3a,3b ) , where they scan the parameter region [MATH] . the distinction between their results and ours is that we are using _ ensembles _ of particles , and are investigating the convergence of these results as a function of number of particles [MATH] , the width of the ensemble in phase - space , as well as tr...
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( b ) the ensemble results are consistent with barbi and salerno in general , although disagreeing in several details . for instance , ( c ) the bifurcation at [MATH] has a much gentler impact on the ensemble current , which has been growing for a while , while the single - trajectory result changes abruptly . note ,...
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( [ current - bifur2 ] ) , at [MATH] of current reversal that does not seem to be associated with bifurcations . in this spike , the current abruptly drops below [MATH] and then rises above it again . the single trajectory current completely ignores this particular effect , as can be seen . the bifurcation diagra...
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* where does this leave us in the search for ` positive ' results , that is , useful heuristics ? one possible way of retaining the mateos conjecture is to weaken it , i.e. make it into the statement that * ( iii ) _ most _ current reversals are associated with bifurcations . * same as fig . ( [ current - bifur1 ] ...
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we see reversals without bifurcations in ( a ) whereas the zoomed version ( c ) shows that there are windows of periodic and chaotic regimes . this is further evidence that jumps in the current correspond in general to bifurcation.,title="fig:",width=302 ] for [MATH] and [MATH] , current ( upper ) and bifurcation dia...
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if this current jump or spike goes through zero , this coincides with a current reversal , making the mateos conjecture a special case . the physical basis of this argument is the fact that ensembles of particles in chaotic systems _ can _ have net directed transport but the details of this behavior depends relativel...
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, it completely captures the behaviour of fig . ( [ figure6 ] ) which can not be understood as either an example of the mateos conjecture , or even a failure thereof . as such , this rule significantly enhances our ability to characterize changes in the behavior of the current as a function of parameter . a furth...
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this is therefore consistent with our statement that sudden current changes are associated with bifurcations . each of the transitions from periodic behavior to chaos and back provides opportunities for the current to spike . however , in not all such cases can these hidden bifurcations be found . we can see an e...
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we note , however , that we have seen that these broad arguments hold when we vary other parameters as well ( figures not shown here ) . in conclusion , in this paper we have taken the approach that it is useful to find general rules of thumb ( even if not universally valid ) to understand the complicated behavior of...
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current reversals are a special case of this . however , not all spikes or jumps correspond to a bifurcation , nor vice versa . the open question is clearly to figure out if the reason for when these rules are violated or are valid can be made more concrete . a.k . gratefully acknowledges t. barsch and kamal p. s...
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476 , edited by j. parisi , s.c . mueller , and w. zimmermann ( springer verlag , berlin , 1996 ) , pp.294 - 308 ; r.d . asturmian , science * 276 * , 917 ( 1997 ) ; f. jlicher , a. ajdari , and j. prost , rev . mod . phys . * 69 * , 1269 ( 1997 ) ; c. dring , nuovo cimento d*17 * , 685 ( 1995 ) s. flach , o. yev...
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ABSTRACT
the effect of a random phase diffuser on fluctuations of laser light ( scintillations ) is studied . not only spatial but also temporal phase variations introduced by the phase diffuser are analyzed the effect of a random phase diffuser on fluctuations of laser light ( scintillations ) is studied . not only spatial...
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studies of laser beams propagating through turbulent atmospheres are important for many applications such as remote sensing , tracking , and long - distance optical communications . howerver , fully coherent laser beams are very sensitive to fluctuations of the atmospheric refractive index . the initially coherent ...
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the coherent laser beam can be transformed into a partially coherent beam by means of a phase diffuser placed near the exit aperture . this diffuser introduces an additional phase ( randomly varying in space and time ) to the wave front of the outgoing radiation . statistical characteristics of the random phase det...
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