On universal quantization

J Ziv - IEEE Transactions on Information Theory, 1985 - ieeexplore.ieee.org
quantizer. In this paper we derive bounds on the entropy associated This bound is much
tighter than the previous one only if with a one-dimensional randomized uniform quantizer op- G…

On universal quantization by randomized uniform/lattice quantizers

R Zamir, M Feder - IEEE Transactions on Information Theory, 1992 - ieeexplore.ieee.org
Uniform quantization with dither, or lattice quantization with dither in the vector case, followed
by a universal lossless source encoder (entropy coder), is a simple procedure for universal

High-resolution quantization theory and the vector quantizer advantage

TD Lookabaugh, RM Gray - IEEE Transactions on Information …, 1989 - ieeexplore.ieee.org
… While this bound is quite a bit tighter than the universal quantizer result, we emphasize that
a comparison rests on the assumption of high rate which is not required for Ziv’s result to hold…

Universal trellis coded quantization

JH Kasner, MW Marcellin… - IEEE Transactions on …, 1999 - ieeexplore.ieee.org
… Given a quantization index, the reconstruction level (for uniform codewords) may be … no
limitation on quantization index (or reconstruction level) other than the size of long integers on a …

Federated learning with quantization constraints

N Shlezinger, M Chen, YC Eldar… - … Conference on …, 2020 - ieeexplore.ieee.org
… in FL setups under quantization constraints. We specifically … on these properties, we propose
a mapping scheme following concepts from universal quantization [17], which is based on

UVeQFed: Universal vector quantization for federated learning

N Shlezinger, M Chen, YC Eldar… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… can be utilized by the quantization mechanism. Based on these properties, we propose a
scheme following concepts from universal quantization [23], referred to as unviersal vector …

Multispectral image compression using universal vector quantization

D Valsesia, PT Boufounos - 2016 IEEE Information Theory …, 2016 - ieeexplore.ieee.org
on the recently developed theory of universal quantization. Specifically, we extend our existing
work [1] by generalizing scalar universal quantization … Our focus is on multispectral images…

Universal features of quantized thermal conductance of carbon nanotubes

T Yamamoto, S Watanabe, K Watanabe - Physical review letters, 2004 - APS
… the tube radius and not on the chirality. In contrast, the thermal conductance by … on the
chirality, equivalent to the electronic states. As in previous theoretical studies on quantized thermal …

Universal deep neural network compression

Y Choi, M El-Khamy, J Lee - IEEE Journal of Selected Topics in …, 2020 - ieeexplore.ieee.org
quantization depends on source statistics in practice at finite rates. Hence, in this paper, we
consider universal vector quantization … we focus more on entropy coded DNN quantization. In …

On defining relations of affine Lie superalgebras and affine quantized universal enveloping superalgebras

H Yamane - Publications of the Research Institute for Mathematical …, 1999 - jstage.jst.go.jp
… to A(m, m)), we cannot rely on the key result mentioned above, and the number of defining
… We define the quantized universal enveloping superalgebra C7g(^) abstractly in the same …