Search Results for author: Davis Arthur

Found 3 papers, 1 papers with code

A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification

no code implementations5 Jan 2022 Davis Arthur, Prasanna Date

On simulated hardware, we observe that the hybrid neural network achieves roughly 10% higher classification accuracy and 20% better minimization of cost than an individual variational quantum circuit.

Binary Classification

Balanced k-Means Clustering on an Adiabatic Quantum Computer

no code implementations10 Aug 2020 Davis Arthur, Prasanna Date

We present a quantum approach to solving the balanced $k$-means clustering training problem on the D-Wave 2000Q adiabatic quantum computer.

Clustering

QUBO Formulations for Training Machine Learning Models

1 code implementation5 Aug 2020 Prasanna Date, Davis Arthur, Lauren Pusey-Nazzaro

In this paper, we formulate the training problems of three machine learning models---linear regression, support vector machine (SVM) and equal-sized k-means clustering---as QUBO problems so that they can be trained on adiabatic quantum computers efficiently.

BIG-bench Machine Learning Clustering +1

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