51 citations · 91 across the 4 of their papers we have counts for
5 papers
Towards Natural Gas Contract Selection via Quantum-Guided Independent Set Reduction
Vivek Dixit, Vaibhaw Kumar, Kentaro Ohno +2
Selecting mutually compatible natural gas transportation contracts is a practically important optimization task in which operators must choose from many candidate agreements subjec…
A Quantum Approach to Stochastic Optimization in Insurance Underwriting
Mitchell Bordelon, Maurice Garfinkel, Vivek Dixit +7
The presence of stochastic elements in combinatorial optimization problems makes them particularly challenging, as such problems quickly become intractable for classical computers…
Prime Factorization Using Quantum Variational Imaginary Time Evolution
Raja Selvarajan, Vivek Dixit, Xingshan Cui +2
The road to computing on quantum devices has been accelerated by the promises that come from using Shor's algorithm to reduce the complexity of prime factorization. However, this p…
Training a quantum annealing based restricted Boltzmann machine on cybersecurity data
Vivek Dixit, Raja Selvarajan, Tamer Aldwairi +5
We present a real-world application that uses a quantum computer. Specifically, we train a RBM using QA for cybersecurity applications. The D-Wave 2000Q has been used to implement…
Training and Classification using a Restricted Boltzmann Machine on the D-Wave 2000Q
Vivek Dixit, Raja Selvarajan, Muhammad A. Alam +2
Restricted Boltzmann Machine (RBM) is an energy based, undirected graphical model. It is commonly used for unsupervised and supervised machine learning. Typically, RBM is trained u…