A Primer on Probabilistic Reasoning with Quantum Circuits
This note begins a mini series on quantum circuits for probabilistic reasoning and Bayesian inference. Our overall goal is to explore an often overlooked application of quantum computing for AI. Here, however, we merely prepare ourselves for things to come and recall basic concepts in probabilistic reasoning. Among others, we cover sum-and product rules of probability, Bayes’ theorem, marginalization, (conditional) independence, and the notions of (discrete) random variables and probability mass functions.
- Published in:
Lamarr Qantum Computing Nuggets - Type:
Article - Authors:
Bauckhage, Christian - Year:
2023 - Source:
https://www.researchgate.net/publication/372364987_A_Primer_on_Probabilistic_Reasoning_with_Quantum_Circuits
Citation information
Bauckhage, Christian: A Primer on Probabilistic Reasoning with Quantum Circuits, Lamarr Qantum Computing Nuggets, 2023, https://www.researchgate.net/publication/372364987_A_Primer_on_Probabilistic_Reasoning_with_Quantum_Circuits, Bauckhage.2023c,
@Article{Bauckhage.2023c,
author={Bauckhage, Christian},
title={A Primer on Probabilistic Reasoning with Quantum Circuits},
journal={Lamarr Qantum Computing Nuggets},
url={https://www.researchgate.net/publication/372364987_A_Primer_on_Probabilistic_Reasoning_with_Quantum_Circuits},
year={2023},
abstract={This note begins a mini series on quantum circuits for probabilistic reasoning and Bayesian inference. Our overall goal is to explore an often overlooked application of quantum computing for AI. Here, however, we merely prepare ourselves for things to come and recall basic concepts in probabilistic reasoning. Among others, we cover sum-and product rules of probability, Bayes' theorem,...}}