Search Results for author: Erik Davis

Found 2 papers, 2 papers with code

Automated quantum programming via reinforcement learning for combinatorial optimization

1 code implementation21 Aug 2019 Keri A. McKiernan, Erik Davis, M. Sohaib Alam, Chad Rigetti

Relative to a set of randomly generated problem instances, agents trained through reinforcement learning techniques are capable of producing short quantum programs which generate high quality solutions on both types of quantum resources.

Combinatorial Optimization reinforcement-learning +1

Consistency of modularity clustering on random geometric graphs

2 code implementations13 Apr 2016 Erik Davis, Sunder Sethuraman

We consider a large class of random geometric graphs constructed from samples $\mathcal{X}_n = \{X_1, X_2,\ldots, X_n\}$ of independent, identically distributed observations of an underlying probability measure $\nu$ on a bounded domain $D\subset \mathbb{R}^d$.

Probability Optimization and Control Statistics Theory Statistics Theory 60D05, 62G20, 05C82, 49J55, 49J45, 68R10

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