82 citations
- Norwegian University of Science and TechnologyNO14 papers
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- KTH Royal Institute of TechnologySE6 papers
- The Abdus Salam International Centre for Theoretical Physics (ICTP)IT6 papers
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- University of CopenhagenDK4 papers
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cond-mat.dis-nn2013★ 45 cited
Learning and inference in a nonequilibrium Ising model with hidden nodes
Benjamin Dunn, Yasser Roudi
We study inference and reconstruction of couplings in a partially observed kinetic Ising model. With hidden spins, calculating the likelihood of a sequence of observed spin configu…
physics.data-an2013★ 82 cited
On sampling and modeling complex systems
Matteo Marsili, Iacopo Mastromatteo, Yasser Roudi
The study of complex systems is limited by the fact that only few variables are accessible for modeling and sampling, which are not necessarily the most relevant ones to explain th…