Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context

Name: Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context
Brand: Springer Nature
SKU: 9783658376154
Availability: InStock

Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783658376154

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

This book explores the combination of Reinforcement Learning and Quantum Computing in the light of complex attacker-defender scenarios. Reinforcement Learning has proven its capabilities in different challenging optimization problems and is now an established method in Operations Research. However, complex attacker-defender scenarios have several characteristics that challenge Reinforcement Learning algorithms, requiring enormous computational power to obtain the optimal solution. The upcoming field of Quantum Computing is a promising path for solving computationally complex problems. Therefore, this work explores a hybrid quantum approach to policy gradient methods in Reinforcement Learning. It proposes a novel quantum REINFORCE algorithm that enhances its classical counterpart by Quantum Variational Circuits. The new algorithm is compared to classical algorithms regarding the convergence speed and memory usage on several attacker-defender scenarios with increasing complexity. In addition, to study its applicability on today's NISQ hardware, the algorithm is evaluated on IBM's quantum computers, which is accompanied by an in-depth analysis of the advantages of Quantum Reinforcement Learning.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $79.99 - $79.99

BEST PRICE

Single Product Purchase

$72.00

@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller	Contact Seller	List Price	On Sale	Shipping	Best Promo	Final Price	Volume Discount	Financing	Availability	Seller's Page
BEST PRICE 1 Product Purchase @ Link.springer.com Rate Seller This functionality is for registered users only. Go to Login/Register		$79.99	$79.99		10% OFF This deals requires coupon Get Code Here your10off @ Link.springer.com Deals Ends 31/08/2025	$72.00		See Site	In stock	Visit Store