A characterization of von Neumann entropy using functors
- URL: http://arxiv.org/abs/2309.10353v1
- Date: Tue, 19 Sep 2023 06:26:19 GMT
- Title: A characterization of von Neumann entropy using functors
- Authors: K. Nakahira
- Abstract summary: We propose a method for characterizing von Neumann entropy by extending their results to quantum systems.
In this paper we consider a functor from a certain category to the monoid of non-negative real numbers with addition as a map from measure-preserving functions to non-negative real numbers.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Baez, Fritz, and Leinster derived a method for characterizing Shannon entropy
in classical systems. In this method, they considered a functor from a certain
category to the monoid of non-negative real numbers with addition as a map from
measure-preserving functions to non-negative real numbers, and derived Shannon
entropy by imposing several simple conditions. We propose a method for
characterizing von Neumann entropy by extending their results to quantum
systems.
Related papers
- Cumulant Structures of Entanglement Entropy [1.1371158248557305]
We present a new method to derive exact cumulant expressions of any order of von Neumann entropy over Hilbert-Schmidt ensemble.
The new method uncovers hidden cumulant structures that decouple each cumulant in a summation-free manner into its lower-order joint cumulants.
arXiv Detail & Related papers (2025-02-07T22:54:02Z) - Inference of response functions with the help of machine learning algorithms [42.12937192948916]
We employ a neural network prediction algorithm to reconstruct a response function $S(omega)$ defined over a range in $omega$.
We compare the quality of response functions obtained using coefficients calculated using a neural network (NN) algorithm with those computed using the Gaussian Integral Transform (GIT) method.
In the regime where only a small number of terms in the Chebyshev series are retained, we find that the NN scheme outperforms the GIT method.
arXiv Detail & Related papers (2025-01-17T22:21:41Z) - The Tempered Hilbert Simplex Distance and Its Application To Non-linear
Embeddings of TEMs [36.135201624191026]
We introduce three different parameterizations of finite discrete TEMs via Legendre functions of the negative tempered entropy function.
Similar to the Hilbert geometry, the tempered Hilbert distance is characterized as a $t$-symmetrization of the oriented tempered Funk distance.
arXiv Detail & Related papers (2023-11-22T15:24:29Z) - Universal features of entanglement entropy in the honeycomb Hubbard
model [44.99833362998488]
This paper introduces a new method to compute the R'enyi entanglement entropy in auxiliary-field quantum Monte Carlo simulations.
We demonstrate the efficiency of this method by extracting, for the first time, universal subleading logarithmic terms in a two dimensional model of interacting fermions.
arXiv Detail & Related papers (2022-11-08T15:52:16Z) - Fermionic approach to variational quantum simulation of Kitaev spin
models [50.92854230325576]
Kitaev spin models are well known for being exactly solvable in a certain parameter regime via a mapping to free fermions.
We use classical simulations to explore a novel variational ansatz that takes advantage of this fermionic representation.
We also comment on the implications of our results for simulating non-Abelian anyons on quantum computers.
arXiv Detail & Related papers (2022-04-11T18:00:01Z) - Efficient simulation of Gottesman-Kitaev-Preskill states with Gaussian
circuits [68.8204255655161]
We study the classical simulatability of Gottesman-Kitaev-Preskill (GKP) states in combination with arbitrary displacements, a large set of symplectic operations and homodyne measurements.
For these types of circuits, neither continuous-variable theorems based on the non-negativity of quasi-probability distributions nor discrete-variable theorems can be employed to assess the simulatability.
arXiv Detail & Related papers (2022-03-21T17:57:02Z) - Kurtosis of von Neumann entanglement entropy [2.88199186901941]
We study the statistical behavior of entanglement in quantum bipartite systems under the Hilbert-Schmidt ensemble.
The main contribution of the present work is the exact formula of the corresponding fourth cumulant that controls the tail behavior of the distribution.
arXiv Detail & Related papers (2021-07-21T22:20:10Z) - Towards a functorial description of quantum relative entropy [0.0]
Affine functor defines an affine functor in the special case where the relative entropy is finite.
A recent non-commutative disintegration theorem provides a key ingredient in this proof.
arXiv Detail & Related papers (2021-05-10T00:58:46Z) - A functorial characterization of von Neumann entropy [0.0]
We characterize the von Neumann entropy as a functor from finite-dimensional non-commutative probability spaces and state-preserving *-homomorphisms to real numbers.
Our axioms reproduce those of Baez, Fritz, and Leinster characterizing the Shannon entropy difference.
arXiv Detail & Related papers (2020-09-15T14:26:46Z) - Shannon Entropy Rate of Hidden Markov Processes [77.34726150561087]
We show how to calculate entropy rates for hidden Markov chains.
We also show how this method gives the minimal set of infinite predictive features.
A sequel addresses the challenge's second part on structure.
arXiv Detail & Related papers (2020-08-29T00:48:17Z) - Exact variance of von Neumann entanglement entropy over the Bures-Hall
measure [3.8265321702445267]
We study the statistical behavior of quantum entanglement over the Bures-Hall ensemble.
Average von Neumann entropy over such an ensemble has been recently obtained.
arXiv Detail & Related papers (2020-06-24T14:04:05Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.