Quantum computing for finance

D Herman, C Googin, X Liu, Y Sun, A Galda… - Nature Reviews …, 2023 - nature.com
Quantum computers are expected to surpass the computational capabilities of classical
computers and have a transformative impact on numerous industry sectors. We present a …

The prospects of quantum computing in computational molecular biology

C Outeiral, M Strahm, J Shi, GM Morris… - Wiley …, 2021 - Wiley Online Library
Quantum computers can in principle solve certain problems exponentially more quickly than
their classical counterparts. We have not yet reached the advent of useful quantum …

Quantum exploration algorithms for multi-armed bandits

D Wang, X You, T Li, AM Childs - … of the AAAI Conference on Artificial …, 2021 - ojs.aaai.org
Identifying the best arm of a multi-armed bandit is a central problem in bandit optimization.
We study a quantum computational version of this problem with coherent oracle access to …

Quantum algorithms and lower bounds for linear regression with norm constraints

Y Chen, R de Wolf - arxiv preprint arxiv:2110.13086, 2021 - arxiv.org
Lasso and Ridge are important minimization problems in machine learning and statistics.
They are versions of linear regression with squared loss where the vector $\theta\in\mathbb …

Secure IoT edge: Threat situation awareness based on network traffic

Y Zhao, G Cheng, Y Duan, Z Gu, Y Zhou, L Tang - Computer Networks, 2021 - Elsevier
Threat situation awareness is one of the new major technologies to avoid network attacks
and ensure equipment security. Facing the current IoT network architecture which is …

A quantum online portfolio optimization algorithm

D Lim, P Rebentrost - Quantum Information Processing, 2024 - Springer
Portfolio optimization plays a central role in finance to obtain optimal portfolio allocations
that aim to achieve certain investment goals. Portfolio optimization also provides a rich area …