Search Results for author: Christopher Ferrie

Found 5 papers, 3 papers with code

A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)

no code implementations27 Feb 2024 Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie, Pravat Dash

The paper proposes the Quantum-SMOTE method, a novel solution that uses quantum computing techniques to solve the prevalent problem of class imbalance in machine learning datasets.

Synthetic Data Generation

Quantum Geometric Machine Learning for Quantum Circuits and Control

1 code implementation19 Jun 2020 Elija Perrier, Christopher Ferrie, DaCheng Tao

Our results demonstrate how geometric control techniques can be used to both (a) verify the extent to which geometrically synthesised quantum circuits lie along geodesic, and thus time-optimal, routes and (b) synthesise those circuits.

BIG-bench Machine Learning

Beyond Quantum Noise Spectroscopy: modelling and mitigating noise with quantum feature engineering

no code implementations15 Mar 2020 Akram Youssry, Gerardo A. Paz-Silva, Christopher Ferrie

The ability to use quantum technology to achieve useful tasks, be they scientific or industry related, boils down to precise quantum control.

Quantum Physics

Accelerated Randomized Benchmarking

1 code implementation21 Apr 2014 Christopher Granade, Christopher Ferrie, D. G. Cory

Here, we bound the resources required for benchmarking and show that, with prior information, we can achieve several orders of magnitude better accuracy than in traditional approaches to benchmarking.

Quantum Physics

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