14 citations · 14 across the 1 of their papers we have counts for
4 papers · 1 filter
Toward Quantum Utility in Finance: A Robust Data-Driven Algorithm for Asset Clustering
Shivam Sharma, Supreeth Mysore Venkatesh, Pushkin Kachroo
Clustering financial assets based on return correlations is a fundamental task in portfolio optimization and statistical arbitrage. However, classical clustering methods often fall…
Quantum-Assisted Correlation Clustering
Antonio Macaluso, Supreeth Mysore Venkatesh, Diego Arenas +2
This work introduces a hybrid quantum-classical method to correlation clustering, a graph-based unsupervised learning task that seeks to partition the nodes in a graph based on pai…
i-QLS: Quantum-supported Algorithm for Least Squares Optimization in Non-Linear Regression
Supreeth Mysore Venkatesh, Antonio Macaluso, Diego Arenas +2
We propose an iterative quantum-assisted least squares (i-QLS) optimization method that leverages quantum annealing to overcome the scalability and precision limitations of prior q…
BILP-Q: Quantum Coalition Structure Generation
Supreeth Mysore Venkatesh, Antonio Macaluso, Matthias Klusch
Quantum AI is an emerging field that uses quantum computing to solve typical complex problems in AI. In this work, we propose BILP-Q, the first-ever general quantum approach for so…