Search Results for author: Sima E. Borujeni

Found 3 papers, 1 papers with code

Explainable AI using expressive Boolean formulas

no code implementations6 Jun 2023 Gili Rosenberg, J. Kyle Brubaker, Martin J. A. Schuetz, Grant Salton, Zhihuai Zhu, Elton Yechao Zhu, Serdar Kadıoğlu, Sima E. Borujeni, Helmut G. Katzgraber

We combine the expressivity and efficiency of the native local optimizer with the fast operation of these devices by executing non-local moves that optimize over subtrees of the full Boolean formula.

Benchmarking Explainable Artificial Intelligence (XAI) +1

Experimental evaluation of quantum Bayesian networks on IBM QX hardware

no code implementations26 May 2020 Sima E. Borujeni, Nam H. Nguyen, Saideep Nannapaneni, Elizabeth C. Behrman, James E. Steck

Bayesian Networks (BN) are probabilistic graphical models that are widely used for uncertainty modeling, stochastic prediction and probabilistic inference.

Stock Prediction

Quantum circuit representation of Bayesian networks

3 code implementations29 Apr 2020 Sima E. Borujeni, Saideep Nannapaneni, Nam H. Nguyen, Elizabeth C. Behrman, James E. Steck

We develop a systematic method for designing a quantum circuit to represent a generic discrete Bayesian network with nodes that may have two or more states, where nodes with more than two states are mapped to multiple qubits.

Quantum Physics Computational Engineering, Finance, and Science

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