30,881 research outputs found
Transferable Positive/Negative Speech Emotion Recognition via Class-wise Adversarial Domain Adaptation
Speech emotion recognition plays an important role in building more
intelligent and human-like agents. Due to the difficulty of collecting speech
emotional data, an increasingly popular solution is leveraging a related and
rich source corpus to help address the target corpus. However, domain shift
between the corpora poses a serious challenge, making domain shift adaptation
difficult to function even on the recognition of positive/negative emotions. In
this work, we propose class-wise adversarial domain adaptation to address this
challenge by reducing the shift for all classes between different corpora.
Experiments on the well-known corpora EMODB and Aibo demonstrate that our
method is effective even when only a very limited number of target labeled
examples are provided.Comment: 5 pages, 3 figures, accepted to ICASSP 201
Dynamical correlation functions and the related physical effects in three-dimensional Weyl/Dirac semimetals
We present a unified derivation of the dynamical correlation functions
including density-density, density-current and current-current, of
three-dimensional Weyl/Dirac semimetals by use of the Passarino-Veltman
reduction scheme at zero temperature. The generalized Kramers-Kronig relations
with arbitrary order of subtraction are established to verify these correlation
functions. Our results lead to the exact chiral magnetic conductivity and
directly recover the previous ones in several limits. We also investigate the
magnetic susceptibilities, the orbital magnetization and briefly discuss the
impact of electron interactions on these physical quantities within the random
phase approximation. Our work could provide a starting point for the
investigation of the nonlocal transport and optical properties due to the
higher-order spatial dispersion in three-dimensional Weyl/Dirac semimetals.Comment: 21 pages, 3+1 figures, 1 table. Accepted in PR
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