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additive models @xcite 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 mo... | 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 favourably in particular in high dimensions to recent results on optimal learning rates for purely nonparametric regularized ... | introduction
main results on learning rates
comparison of learning rates | generate_first_100_words_for_article | Write the first 100 words for a scientific article with the following abstract: {{ abstract }}
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{{ article.strip().split(' ')[:100] |join(' ')}} | Write the first 100 words for a scientific article with the following 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 favourably in particular in high dimensions t... | additive models @xcite 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 mo... |
the leptonic decays of a charged pseudoscalar meson @xmath7 are processes of the type @xmath8 , where @xmath9 , @xmath10 , or @xmath11 . because no strong interactions are present in the leptonic final state @xmath12 , such decays provide a clean way to probe the complex , strong interactions that bind the quark and an... | we have studied the leptonic decay @xmath0 , via the decay channel @xmath1 , using a sample of tagged @xmath2 decays collected near the @xmath3 peak production energy in @xmath4 collisions with the cleo - c detector .
we obtain @xmath5 and determine the decay constant @xmath6 mev , where the first uncertainties are... | [sec:introduction]introduction
[sec:detector]data and the cleo- detector
[sec:analysys]analysis method
[sec:conclusion]summary | generate_first_100_words_for_article | Write the first 100 words for a scientific article with the following abstract: {{ abstract }}
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{{ article.strip().split(' ')[:100] |join(' ')}} | Write the first 100 words for a scientific article with the following abstract: we have studied the leptonic decay @xmath0 , via the decay channel @xmath1 , using a sample of tagged @xmath2 decays collected near the @xmath3 peak production energy in @xmath4 collisions with the cleo - c detector .
we obtain @xmath5 a... | the leptonic decays of a charged pseudoscalar meson @xmath7 are processes of the type @xmath8 , where @xmath9 , @xmath10 , or @xmath11 . because no strong interactions are present in the leptonic final state @xmath12 , such decays provide a clean way to probe the complex , strong interactions that bind the quark and an... |
the transport properties of nonlinear non - equilibrium dynamical systems are far from well - understood@xcite .
consider in particular so - called ratchet systems which are asymmetric periodic potentials where an ensemble of particles experience directed transport@xcite .
the origins of the interest in this lie in con... | 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 comparison of the current and the bifurcation diagram as a function of a given parameter for a periodic asymmetric potential .
... | introduction
regularity and chaos in single-particle ratchet dynamics
ensemble currents
the relationship between bifurcation diagrams and ensemble currents
acknowledgements | generate_first_100_words_for_article | Write the first 100 words for a scientific article with the following abstract: {{ abstract }}
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{{ article.strip().split(' ')[:100] |join(' ')}} | Write the first 100 words for a scientific article with the following 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 comparison of the current and the bifurcation di... | the transport properties of nonlinear non - equilibrium dynamical systems are far from well - understood@xcite .
consider in particular so - called ratchet systems which are asymmetric periodic potentials where an ensemble of particles experience directed transport@xcite .
the origins of the interest in this lie in con... |
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 lase... | 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 explicit dependence of the scintillation index on finite - time phase variations is obtained for long propagat... | introduction
the method of photon distribution function in the problem of scintillations.
a phase diffuser with finite correlation time
discussion
conclusion
acknowledgment | generate_first_100_words_for_article | Write the first 100 words for a scientific article with the following abstract: {{ abstract }}
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{{ article.strip().split(' ')[:100] |join(' ')}} | Write the first 100 words for a scientific article with the following 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 explicit dependence of the sci... | 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 lase... |
the so - called `` nucleon spin crisis '' raised by the european muon collaboration ( emc ) measurement in 1988 is one of the most outstanding findings in the field of hadron physics @xcite,@xcite .
the renaissance of the physics of high energy deep inelastic scatterings is greatly indebted to this epoch - making findi... | with a special intention of clarifying the underlying spin contents of the nucleon , we investigate the generalized form factors of the nucleon , which are defined as the @xmath0-th @xmath1-moments of the generalized parton distribution functions , within the framework of the chiral quark soliton model .
a particula... | introduction
model lagrangian with pion mass term
generalized form factors in the cqsm
numerical results and discussions
concluding remarks
proof of the momentum sum rule | generate_first_100_words_for_article | Write the first 100 words for a scientific article with the following abstract: {{ abstract }}
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{{ article.strip().split(' ')[:100] |join(' ')}} | Write the first 100 words for a scientific article with the following abstract: with a special intention of clarifying the underlying spin contents of the nucleon , we investigate the generalized form factors of the nucleon , which are defined as the @xmath0-th @xmath1-moments of the generalized parton distribution fu... | the so - called `` nucleon spin crisis '' raised by the european muon collaboration ( emc ) measurement in 1988 is one of the most outstanding findings in the field of hadron physics @xcite,@xcite .
the renaissance of the physics of high energy deep inelastic scatterings is greatly indebted to this epoch - making findi... |
"let @xmath1 . let @xmath2\\longrightarrow [\n0,\\pi_{p , q}/2]$ ] be the integral @xmath3 where @xm(...TRUNCATED) | " we improve the currently known thresholds for basisness of the family of periodically dilated @xma(...TRUNCATED) | "introduction\nlinear independence\nthe different components of the change of coordinates map\ninver(...TRUNCATED) | generate_first_100_words_for_article | "Write the first 100 words for a scientific article with the following abstract: {{ abstract }}\n|||(...TRUNCATED) | "Write the first 100 words for a scientific article with the following abstract: we improve the cur(...TRUNCATED) | "let @xmath1 . let @xmath2\\longrightarrow [\n0,\\pi_{p , q}/2]$ ] be the integral @xmath3 where @xm(...TRUNCATED) |
"the simulations we discuss here allowed us to obtain spectra of the shg response .\nwe employed com(...TRUNCATED) | " we report on strong enhancement of mid - infrared second harmonic generation ( shg ) from sic nano(...TRUNCATED) | supplementary information: + numerical simulations | generate_first_100_words_for_article | "Write the first 100 words for a scientific article with the following abstract: {{ abstract }}\n|||(...TRUNCATED) | "Write the first 100 words for a scientific article with the following abstract: we report on stron(...TRUNCATED) | "the simulations we discuss here allowed us to obtain spectra of the shg response .\nwe employed com(...TRUNCATED) |
"with significant research efforts being directed to the development of neurocomputers based on the (...TRUNCATED) | " synaptic memory is considered to be the main element responsible for learning and cognition in hum(...TRUNCATED) | introduction
formalism
results and discussions
conclusions
acknowledgements | generate_first_100_words_for_article | "Write the first 100 words for a scientific article with the following abstract: {{ abstract }}\n|||(...TRUNCATED) | "Write the first 100 words for a scientific article with the following abstract: synaptic memory is(...TRUNCATED) | "with significant research efforts being directed to the development of neurocomputers based on the (...TRUNCATED) |
"the segmentation process as a whole can be thought of as consisting of two tasks : recognition and (...TRUNCATED) | " this paper investigates , using prior shape models and the concept of ball scale ( b - scale ) , w(...TRUNCATED) | introduction
methods
model building
conclusion
acknowledgement | generate_first_100_words_for_article | "Write the first 100 words for a scientific article with the following abstract: {{ abstract }}\n|||(...TRUNCATED) | "Write the first 100 words for a scientific article with the following abstract: this paper investi(...TRUNCATED) | "the segmentation process as a whole can be thought of as consisting of two tasks : recognition and (...TRUNCATED) |
"one surprising result that has come out of the more than 200 extrasolar planet discoveries to date (...TRUNCATED) | " long time coverage and high radial velocity precision have allowed for the discovery of additional(...TRUNCATED) | introduction
observations and data analysis
results and discussion
summary | generate_first_100_words_for_article | "Write the first 100 words for a scientific article with the following abstract: {{ abstract }}\n|||(...TRUNCATED) | "Write the first 100 words for a scientific article with the following abstract: long time coverage(...TRUNCATED) | "one surprising result that has come out of the more than 200 extrasolar planet discoveries to date (...TRUNCATED) |
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