Complex quantum networks: a topical review

J Nokkala, J Piilo, G Bianconi - Journal of Physics A …, 2024 - iopscience.iop.org
These are exciting times for quantum physics as new quantum technologies are expected to
soon transform computing at an unprecedented level. Simultaneously network science is …

Quantum social network analysis: Methodology, implementation, challenges, and future directions

SS Singh, S Kumar, SK Meena, K Singh, S Mishra… - Information …, 2024 - Elsevier
Quantum social network analysis (QSNA) is a recent advancement in the interdisciplinary
field of quantum computing and social network analysis. This manuscript comprehensively …

A comprehensive survey of link prediction methods

D Arrar, N Kamel, A Lakhfif - The journal of supercomputing, 2024 - Springer
Link prediction aims to anticipate the probability of a future connection between two nodes in
a given network based on their previous interactions and the network structure. Link …

Link prediction with continuous-time classical and quantum walks

M Goldsmith, H Saarinen, G García-Pérez, J Malmi… - Entropy, 2023 - mdpi.com
Protein–protein interaction (PPI) networks consist of the physical and/or functional
interactions between the proteins of an organism, and they form the basis for the field of …

Disease gene prioritization with quantum walks

H Saarinen, M Goldsmith, RS Wang, J Loscalzo… - …, 2024 - academic.oup.com
Motivation Disease gene prioritization methods assign scores to genes or proteins
according to their likely relevance for a given disease based on a provided set of seed …

Efficient Implementation of Discrete-Time Quantum Walks on Quantum Computers

L Razzoli, G Cenedese, M Bondani, G Benenti - Entropy, 2024 - mdpi.com
Quantum walks have proven to be a universal model for quantum computation and to
provide speed-up in certain quantum algorithms. The discrete-time quantum walk (DTQW) …

Spatial search by continuous-time quantum walks on renormalized Internet networks

J Malmi, MAC Rossi, G García-Pérez, S Maniscalco - Physical review research, 2022 - APS
We study spatial search with continuous-time quantum walks on real-world complex
networks. We use smaller replicas of the Internet network obtained with a recent geometric …

On the complexity of quantum link prediction in complex networks

JP Moutinho, D Magano, B Coutinho - Scientific Reports, 2024 - nature.com
Link prediction methods use patterns in known network data to infer which connections may
be missing. Previous work has shown that continuous-time quantum walks can be used to …

Link prediction in bipartite networks via effective integration of explicit and implicit relations

X Chen, C Liu, X Li, Y Sun, W Yu, P Jiao - Neurocomputing, 2024 - Elsevier
Link prediction in bipartite networks aims to identify or predict possible links between nodes
of different types based on known network information. However, most existing studies …

On the quantum simulation of complex networks

D Magano, J Moutinho, B Coutinho - SciPost Physics Core, 2023 - scipost.org
Quantum walks provide a natural framework to approach graph problems with quantum
computers, exhibiting speedups over their classical counterparts for tasks such as the …