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…
tighter than the previous one only if with a one-dimensional randomized uniform quantizer op- G…
On universal quantization by randomized uniform/lattice quantizers
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 …
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…
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 …
limitation on quantization index (or reconstruction level) other than the size of long integers on a …
Federated learning with quantization constraints
… 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 …
a mapping scheme following concepts from universal quantization [17], which is based on …
UVeQFed: Universal vector quantization for federated learning
… 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 …
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…
work [1] by generalizing scalar universal quantization … Our focus is on multispectral images…
Universal features of quantized thermal conductance of carbon nanotubes
… 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 …
chirality, equivalent to the electronic states. As in previous theoretical studies on quantized thermal …
Universal deep neural network compression
… 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 …
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 …
… We define the quantized universal enveloping superalgebra C7g(^) abstractly in the same …