Search Results for author: Mihaela Dimovska

Found 3 papers, 0 papers with code

Granger-faithfulness and link orientation in network reconstruction

no code implementations3 Dec 2020 Mihaela Dimovska, Donatello Materassi

We formalize a variant of faithfulness for dynamic systems, called Granger-faithfulness, and for a large class of dynamic networks, we show that Granger-unfaithful systems constitute a Lebesgue zero-measure set.

An algorithm for reconstruction of triangle-free linear dynamic networks with verification of correctness

no code implementations5 Mar 2020 Mihaela Dimovska, Donatello Materassi

However, in many practical scenarios, strictly causal models are not adequate to describe the system and it is necessary to consider models with dynamics that include direct feedthrough terms.

Multi-Objective Optimization for Size and Resilience of Spiking Neural Networks

no code implementations4 Feb 2020 Mihaela Dimovska, Travis Johnston, Catherine D. Schuman, J. Parker Mitchell, Thomas E. Potok

In this work, we study Spiking Neural Networks in two neuromorphic architecture implementations with the goal of decreasing their size, while at the same time increasing their resiliency to hardware faults.

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