31 citations · 81 across the 13 of their papers we have counts for
5 papers · 1 filter
Quantum Variational Rewinding for Time Series Anomaly Detection
Jack S. Baker, Haim Horowitz, Santosh Kumar Radha +6
Electron dynamics, financial markets and nuclear fission reactors, though seemingly unrelated, all produce observable characteristics evolving with time. Within this broad scope, d…
A quantum generative model for multi-dimensional time series using Hamiltonian learning
Haim Horowitz, Pooja Rao, Santosh Kumar Radha
Synthetic data generation has proven to be a promising solution for addressing data availability issues in various domains. Even more challenging is the generation of synthetic tim…
Wasserstein Solution Quality and the Quantum Approximate Optimization Algorithm: A Portfolio Optimization Case Study
Jack S. Baker, Santosh Kumar Radha
Optimizing of a portfolio of financial assets is a critical industrial problem which can be approximately solved using algorithms suitable for quantum processing units (QPUs). We b…
Generalized quantum similarity learning
Santosh Kumar Radha, Casey Jao
The similarity between objects is significant in a broad range of areas. While similarity can be measured using off-the-shelf distance functions, they may fail to capture the inher…
Quantum option pricing using Wick rotated imaginary time evolution
Santosh Kumar Radha
In this paper we reformulate the problem of pricing options in a quantum setting. Our proposed algorithm involves preparing an initial state, representing the option price, and the…