The $χ^2$-divergence and Mixing times of quantum Markov processes
- URL: http://arxiv.org/abs/1005.2358v3
- Date: Fri, 5 Apr 2024 17:33:45 GMT
- Title: The $χ^2$-divergence and Mixing times of quantum Markov processes
- Authors: K. Temme, M. J. Kastoryano, M. B. Ruskai, M. M. Wolf, F. Verstraete,
- Abstract summary: We introduce quantum versions of the $chi2$-divergence, provide a detailed analysis of their properties, and apply them in the investigation of mixing times of quantum Markov processes.
A strict spectral bound to the convergence rate can be given for time-discrete as well as for time-continuous quantum Markov processes.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: We introduce quantum versions of the $\chi^2$-divergence, provide a detailed analysis of their properties, and apply them in the investigation of mixing times of quantum Markov processes. An approach similar to the one presented in [1-3] for classical Markov chains is taken to bound the trace-distance from the steady state of a quantum processes. A strict spectral bound to the convergence rate can be given for time-discrete as well as for time-continuous quantum Markov processes. Furthermore the contractive behavior of the $\chi^2$-divergence under the action of a completely positive map is investigated and contrasted to the contraction of the trace norm. In this context we analyse different versions of quantum detailed balance and, finally, give a geometric conductance bound to the convergence rate for unital quantum Markov processes.
Related papers
- Quantifying measurement-induced quantum-to-classical crossover using an
open-system entanglement measure [49.1574468325115]
We study the entanglement of a single particle under continuous measurements.
We find that the entanglement at intermediate time scales shows the same qualitative behavior as a function of the measurement strength.
arXiv Detail & Related papers (2023-04-06T09:45:11Z) - A quantum spectral method for simulating stochastic processes, with
applications to Monte Carlo [4.134846879110833]
We introduce a new analog'' quantum representation of processes, in which the value of the process at time t is stored in the amplitude of the quantum state.
We show that we can simulate $T$ timesteps of fractional Brownian motion using a quantum circuit with gate complexity $textpolylog(T)$, which coherently prepares the superposition over Brownian paths.
We then show this can be combined with quantum mean estimation to create end to end algorithms for estimating certain time averages over processes in time $O(textpolylog(Tepsilon
arXiv Detail & Related papers (2023-03-12T17:54:38Z) - Improved Quantum Algorithms for Fidelity Estimation [77.34726150561087]
We develop new and efficient quantum algorithms for fidelity estimation with provable performance guarantees.
Our algorithms use advanced quantum linear algebra techniques, such as the quantum singular value transformation.
We prove that fidelity estimation to any non-trivial constant additive accuracy is hard in general.
arXiv Detail & Related papers (2022-03-30T02:02:16Z) - From the Heisenberg to the Schr\"{o}dinger Picture: Quantum Stochastic
Processes and Process Tensors [0.0]
A general theory of quantum processes was formulated by Accardi, Frigerio and Lewis in 1982.
This paper gives an exposition of quantum processes and the process tensor formalism to the quantum theory of probabilistic quantum processes.
arXiv Detail & Related papers (2021-09-20T01:04:00Z) - Sampling, rates, and reaction currents through reverse stochastic
quantization on quantum computers [0.0]
We show how to tackle the problem using a suitably quantum computer.
We propose a hybrid quantum-classical sampling scheme to escape local minima.
arXiv Detail & Related papers (2021-08-25T18:04:52Z) - Time-inhomogeneous Quantum Walks with Decoherence on Discrete Infinite
Spaces [0.2538209532048866]
Recently, a unified time-inhomogeneous coin-turning random walk with rescaled limiting distributions, Bernoulli, uniform, arcsine and semicircle laws as parameter varies have been obtained.
We obtained a representation theorem for time-inhomogeneous quantum walk on discrete infinite state space.
The convergence of the distributions of the decoherent quantum walks are numerically estimated.
arXiv Detail & Related papers (2021-04-19T07:50:52Z) - Emergence of jumps in quantum trajectories via homogeneization [0.0]
We study the homogeneization of quantum trajectories appearing in the context of quantum measurement.
We show that in the Meyer-Zheng topology, the time-continuous quantum trajectories converge weakly to the discontinuous trajectories of a pure jump Markov process.
arXiv Detail & Related papers (2021-03-02T18:19:13Z) - Bernstein-Greene-Kruskal approach for the quantum Vlasov equation [91.3755431537592]
The one-dimensional stationary quantum Vlasov equation is analyzed using the energy as one of the dynamical variables.
In the semiclassical case where quantum tunneling effects are small, an infinite series solution is developed.
arXiv Detail & Related papers (2021-02-18T20:55:04Z) - Information Scrambling in Computationally Complex Quantum Circuits [56.22772134614514]
We experimentally investigate the dynamics of quantum scrambling on a 53-qubit quantum processor.
We show that while operator spreading is captured by an efficient classical model, operator entanglement requires exponentially scaled computational resources to simulate.
arXiv Detail & Related papers (2021-01-21T22:18:49Z) - Unraveling the topology of dissipative quantum systems [58.720142291102135]
We discuss topology in dissipative quantum systems from the perspective of quantum trajectories.
We show for a broad family of translation-invariant collapse models that the set of dark state-inducing Hamiltonians imposes a nontrivial topological structure on the space of Hamiltonians.
arXiv Detail & Related papers (2020-07-12T11:26:02Z) - Quantum Statistical Complexity Measure as a Signalling of Correlation
Transitions [55.41644538483948]
We introduce a quantum version for the statistical complexity measure, in the context of quantum information theory, and use it as a signalling function of quantum order-disorder transitions.
We apply our measure to two exactly solvable Hamiltonian models, namely: the $1D$-Quantum Ising Model and the Heisenberg XXZ spin-$1/2$ chain.
We also compute this measure for one-qubit and two-qubit reduced states for the considered models, and analyse its behaviour across its quantum phase transitions for finite system sizes as well as in the thermodynamic limit by using Bethe ansatz.
arXiv Detail & Related papers (2020-02-05T00:45:21Z)
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.