English

On Sampling and Inference using Quantum Algorithms

Quantum Physics 2020-06-23 v1

Abstract

Quantum computers are projected to handle the Gibbs sampling and the related inference on Markov networks effectively. Apart from noting the background information useful for those starting the explorations in this important thread of Quantum Machine Learning, we capture some results and observations obtained through extensive simulations with two popular paradigms of sampling based on Quantum Annealing and Quantum Approximate Optimization Algorithm.

Keywords

Cite

@article{arxiv.2006.11775,
  title  = {On Sampling and Inference using Quantum Algorithms},
  author = {S Ashutosh and Deepankar Sarmah and Sayantan Pramanik and M Girish Chandra},
  journal= {arXiv preprint arXiv:2006.11775},
  year   = {2020}
}

Comments

12 pages, 9 figures, 6 tables